From 9304800ff766622e8b33101cd63fb8a32f7cc307 Mon Sep 17 00:00:00 2001
From: Jonathan <schimpf@hab.de>
Date: Mon, 1 Jul 2024 12:53:16 +0200
Subject: [PATCH] adam et al v2 angelegt

---
 .../klimaschutz_2023_001.png                  |   Bin 0 -> 104759 bytes
 .../klimaschutz_2023_002.png                  |   Bin 0 -> 75008 bytes
 .../klimaschutz_2023_003.png                  |   Bin 0 -> 61030 bytes
 .../klimaschutz_2023_004.png                  |   Bin 0 -> 44089 bytes
 .../klimaschutz_2023_005.png                  |   Bin 0 -> 145027 bytes
 .../klimaschutz_2023_006.png                  |   Bin 0 -> 130523 bytes
 .../klimaschutz_2023_007.png                  |   Bin 0 -> 248719 bytes
 .../klimaschutz_2023_008.png                  |   Bin 0 -> 270441 bytes
 .../klimaschutz_2024_v2_0.pdf                 | 12135 ++++++++++++++++
 .../klimaschutz_2024_v2_0.xml                 |  2353 +++
 .../klimaschutz_2024_v2_0_dc.xml              |   162 +
 11 files changed, 14650 insertions(+)
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2023_001.png
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2023_002.png
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2023_003.png
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2023_004.png
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2023_005.png
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2023_006.png
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2023_007.png
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2023_008.png
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2024_v2_0.pdf
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2024_v2_0.xml
 create mode 100644 2023_006_adam_et_al_v2/klimaschutz_2024_v2_0_dc.xml

diff --git a/2023_006_adam_et_al_v2/klimaschutz_2023_001.png b/2023_006_adam_et_al_v2/klimaschutz_2023_001.png
new file mode 100644
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diff --git a/2023_006_adam_et_al_v2/klimaschutz_2024_v2_0.xml b/2023_006_adam_et_al_v2/klimaschutz_2024_v2_0.xml
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index 0000000..1e07533
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+<TEI xmlns="http://www.tei-c.org/ns/1.0" xmlns:html="http://www.w3.org/1999/html" xmlns:tei="http://www.tei-c.org/ns/1.0" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xhtml="http://www.w3.org/1999/xhtml">
+   <teiHeader>
+      <fileDesc>
+         <titleStmt>
+            <title>
+               <biblStruct>
+                  <analytic>
+                     <title level="a">Aufwind in der Berichterstattung zum Klimaschutz. Langfristige
+                        Entwicklung von Themen und Stimmungsbildern in österreichischen
+                        Zeitungen</title>
+                     <respStmt>
+                        <resp ref="http://id.loc.gov/vocabulary/relators/aut">Author</resp>
+                        <persName>
+                           <forename>Raven</forename>
+                           <surname>Adam</surname>
+                           <email>raven.adam@uni-graz.at</email>
+                           <idno type="gnd">1294438255</idno>
+                           <idno type="orcid">0000-0001-7841-2601</idno>
+                           <affiliation>Universität Graz, Institut für
+                              Umweltsystemwissenschaften</affiliation>
+                        </persName>
+                     </respStmt>
+                     <respStmt>
+                        <resp ref="http://id.loc.gov/vocabulary/relators/aut">Author</resp>
+                        <persName>
+                           <forename>Marie Lisa</forename>
+                           <surname>Kogler</surname>
+                           <email>marie.kogler@uni-graz.at</email>
+                           <idno type="gnd">1294438735</idno>
+                           <idno type="orcid">0000-0002-1650-3708</idno>
+                           <affiliation>Universität Graz, Institut für
+                              Umweltsystemwissenschaften</affiliation>
+                        </persName>
+                     </respStmt>
+                     <respStmt>
+                        <resp ref="http://id.loc.gov/vocabulary/relators/aut">Author</resp>
+                        <persName>
+                           <forename>Martina</forename>
+                           <surname>Scholger</surname>
+                           <email>martina.scholger@uni-graz.at</email>
+                           <idno type="gnd">121749541X</idno>
+                           <idno type="orcid">0000-0003-1438-3236</idno>
+                           <affiliation>Universität Graz, Zentrum für Informationsmodellierung -
+                              Austrian Centre for Digital Humanities</affiliation>
+                        </persName>
+                     </respStmt>
+                     <idno type="doi">10.17175/2023_006_v2</idno>
+                     <idno type="ppn">1887338276</idno>
+                     <idno type="zfdg">2023.006</idno>
+                     <idno type="url">https://www.zfdg.de/node/490</idno>
+                     <date when="2023-09-18">18.09.2023</date>
+                     <date when="2024-06-27">27.06.2024</date>
+                  </analytic>
+                  <monogr>
+                     <title level="j">Zeitschrift für digitale Geisteswissenschaften</title>
+                     <respStmt>
+                        <resp>Publiziert von</resp>
+                        <orgName role="marc_pbl">Herzog August Bibliothek</orgName>
+                     </respStmt>
+                     <respStmt>
+                        <resp ref="http://id.loc.gov/vocabulary/relators/dtm">Transformation der
+                           Word Vorlage nach TEI</resp>
+                        <persName>
+                           <surname>Baumgarten</surname>
+                           <forename>Marcus</forename>
+                           <idno type="gnd">1192832655</idno>
+                           <idno type="orcid">0000-0003-0801-9462</idno>
+                        </persName>
+                     </respStmt>
+                     <availability status="free">
+                        <p>Available at <ref target="https://www.zfdg.de">https://www.zfdg.de</ref>
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+                     <imprint>
+                        <biblScope unit="year">2023</biblScope>
+                        <biblScope unit="artikel">6</biblScope>
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+                  <orgName>Herzog August Bibliothek Wolfenbüttel</orgName>
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+            <idno type="doi">10.17175/zfdg.01</idno>
+            <idno type="ppn">819494402</idno>
+            <authority>
+               <name>Herzog August Bibliothek</name>
+               <address>
+                  <addrLine>Lessingplatz 1</addrLine>
+                  <addrLine>38304 Wolfenbüttel</addrLine>
+               </address>
+            </authority>
+            <authority>
+               <name>Forschungsverbund Marbach Weimar Wolfenbüttel</name>
+               <address>
+                  <addrLine>Burgplatz 4</addrLine>
+                  <addrLine>99423 Weimar </addrLine>
+               </address>
+            </authority>
+            <availability status="free">
+               <p> Sofern nicht anders angegeben </p>
+               <licence target="http://creativecommons.org/licenses/by/4.0/">CC BY SA 4.0</licence>
+            </availability>
+            <availability status="free">
+               <p> Available at <ref target="workID">https://www.zfdg.de; (c) Forschungsverbund
+                     MWW</ref>
+               </p>
+            </availability>
+         </publicationStmt>
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+            <p>Einreichung als Fachartikel in der ZfdG durch die Autor*innen</p>
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+               XSLT-Skripten</p>
+         </editorialDecl>
+         <editorialDecl>
+            <p xml:lang="de">Lektorat des Textes durch die Redaktion in Person von <persName>Martin
+                  Wiegand</persName>.</p>
+         </editorialDecl>
+         <editorialDecl>
+            <p>Medienrechte liegen bei den Autor*innen</p>
+         </editorialDecl>
+         <editorialDecl>
+            <p>All links checked<date when="2024-05-16">16.05.2024</date>
+            </p>
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+         <creation>Einreichung als Artikel der Zeitschrift für digitale
+            Geisteswissenschaften</creation>
+         <langUsage>
+            <language ident="de">Text auf Deutsch</language>
+            <language ident="de">Abstract auf Deutsch</language>
+            <language ident="en">Abstract auf Englisch</language>
+         </langUsage>
+         <textClass>
+            <keywords scheme="gnd">
+               <term>Automatische Klassifikation<ref target="4120957-6"/>
+               </term>
+
+               <term>Klimaschutz<ref target="7547705-1"/>
+               </term>
+               <term>Textanalyse<ref target="4194196-2"/>
+               </term>
+               <term>Medienwissenschaft<ref target="4169194-5"/>
+               </term>
+               <term>Zeitung<ref target="4067510-5"/>
+               </term>
+            </keywords>
+         </textClass>
+      </profileDesc>
+      <revisionDesc>
+         <change when="2024-06-27" n="2.0" status="published"><p>Korrekturen und Ergänzungen im Text gemäß den Gutachten. Ergänzungen in der Bibliografie.</p></change>
+      </revisionDesc>
+   </teiHeader>
+   <text>
+      <body>
+         <div>
+            <div type="abstract">
+               <argument xml:lang="de">
+                  <p>Zeitungen übernehmen eine bedeutende Funktion bei der Vermittlung von Wissen
+                     über mögliche Maßnahmen gegen den Klimawandel. In diesem Beitrag wird die
+                     Entwicklung von Themenschwerpunkten und Stimmungsbildern zum Thema Klimaschutz
+                     mittels einer computergestützten quantitativen Datenanalyse unter Verwendung
+                     von Topic- und Sentiment-Analyse präsentiert. Im Zentrum des Beitrags steht die
+                     Mehrdimensionalität der Berichterstattung von österreichischen Zeitungen in
+                     einem Zeitraum von zwanzig Jahren (2002–2021). Insbesondere werden die
+                     Unterschiede bei der Berichterstattung über den Klimawandel und die Aspekte des
+                     Klimaschutzes, über die besonders positiv oder negativ berichtet wird,
+                     diskutiert.</p>
+               </argument>
+               <argument xml:lang="de">
+                  <p>Newspapers have an important function in communicating knowledge about possible
+                     measures against climate change. In this article, we present the development of
+                     main topics and sentiments on the issue of climate mitigation by employing
+                     computational quantitative data analysis. The focus of this contribution is on
+                     the multidimensionality of coverage by Austrian newspapers over a twenty-year
+                     period (2002–2021). In particular, the differences in reporting on climate
+                     change and the aspects of climate mitigation that are reported on in a
+                     particularly positive or negative way are discussed.</p>
+               </argument>
+            </div>
+            <div type="chapter">
+               <head>1. Einleitung</head>
+               <p>Der Klimawandel ist sowohl im wissenschaftlichen, als auch im gesellschaftlichen Kontext ein viel diskutiertes Thema und die Klimadebatte hat sich in den letzten
+                  Jahrzehnten weltweit zu einem immer komplexeren und facettenreicheren Themenfeld
+                     entwickelt.<note type="footnote">Vgl. <ref type="bibliography" target="#barkemeyer_media_2017">Barkemeyer et&#160;al. 2017</ref>; <ref type="bibliography" target="#boykoff_communications_2019">Boykoff
+                     2019</ref>; <ref type="bibliography" target="#schmidt_media_2013">Schmidt
+                        et&#160;al. 2013</ref>. </note> Gerade im medialen Raum wird das Thema prominent behandelt,
+                  beginnend bei Aspekten wie Klimaeffekten, Mobilitäts- und Energiewende bis hin zu
+                     Klima-Aktivismus.<note type="footnote">Vgl. <ref type="bibliography" target="#hase_climate_change_2021">Hase et&#160;al. 2021</ref>.</note>
+                  Während die sprunghafte Zunahme der Berichterstattung über die Gefahren des
+                  Klimawandels häufig mit gesellschaftlichen Ereignissen wie Klimakonferenzen und
+                  Berichten des IPCC<note type="footnote"><ref type="bibliography" target="#writing_team_panel_2007">Core Writing
+                        Team et&#160;al. 2007</ref>.</note> sowie mit Naturereignissen wie Hitzewellen
+                  und extremen Wetterphänomenen in Verbindung gebracht wird,<note type="footnote">Vgl. <ref type="bibliography" target="#bohr_climate_change_2020">Bohr
+                        2020</ref>; <ref type="bibliography" target="#boudet_attribution_2020">Boudet et&#160;al. 2020</ref>; <ref type="bibliography" target="#legagneux_house_2018">Legagneux et&#160;al. 2018</ref>.</note> ist
+                  in den letzten Jahren auch ein allgemeiner Aufschwung zu verzeichnen, der mit
+                  einem stärkeren gesellschaftlichen Bewusstsein zur Notwendigkeit des Klimaschutzes
+                     einhergeht.<note type="footnote">Vgl. <ref type="bibliography" target="#kelsey_hope_2016">Kelsey 2016</ref>. </note> Gleichzeitig findet im
+                  Zusammenhang mit dem Thema Klimawandel eine regelrechte Informationsflut statt,
+                  die u. a. auf die Digitalisierung zurückgeführt wird.<note type="footnote">Vgl.
+                        <ref type="bibliography" target="#limpinsel_digitalisierung_2016">Limpinsel
+                        2016</ref>; <ref type="bibliography" target="#van_der_meer_content_analysis_2016">van der Meer 2016</ref>.
+                  </note> Aufgrund dieser enormen Datenfülle der letzten Jahrzehnte ist es möglich,
+                  den ständigen Wandel, dem dieser Diskurs unterliegt, über Langzeitanalysen zu
+                  untersuchen. Dies ist insbesondere deswegen von hoher Relevanz, da moderne
+                  Massenmedien als größte Plattform für Wissenschaftskommunikation gelten<note type="footnote">Vgl. <ref type="bibliography" target="#nsb_hg_science_2016">National Science Board 2016</ref>. </note> und somit nicht nur über die
+                  Krise selbst, sondern auch über mögliche Lösungspfade auf Basis von
+                  Klimaschutzbemühungen informieren können. </p>
+               <p>So sind das Gefahrenpotenzial des Klimawandels und die Notwendigkeit des
+                  Klimaschutzes regelmäßige Themen in der derzeitigen medialen Berichterstattung.<note type="footnote">Vgl. <ref type="bibliography" target="#brueggemann_klimawandel_2018">Brüggemann et&#160;al.
+                     2018</ref>.</note> Dabei unterscheiden sich die Zugänge zu diesem Thema häufig
+                  aufgrund ideologischer Standpunkte.<note type="footnote">Vgl. zur Politisierung
+                     und Polarisierung in der Klimadebatte: <ref type="bibliography" target="#chinn_politiciziation_2020">Chinn et&#160;al. 2020</ref>. </note>
+                  Ausgehend von der Prämisse, dass der Journalismus eine Rolle in der globalen, nachhaltigen
+                     Entwicklung<note type="footnote">Vgl. <ref type="bibliography" target="#michelsen_adomßen_entwicklung_2014">Michelsen / Adomßen 2014</ref>.
+                  </note> spielen kann, schlägt er eine Brücke zu den Herausforderungen der
+                  Nachhaltigkeit und seinem Auftrag, zu informieren, zu recherchieren und zu
+                  bilden.<note type="footnote">Vgl. <ref type="bibliography" target="#berglez_journalism_2017">Berglez et&#160;al. 2017</ref>. </note> Die neueren
+                  Strömungen des sogenannten ›konstruktiven Journalismus‹ und des
+                  ›Lösungsjournalismus‹ betonen die Notwendigkeit einer lösungsorientierten
+                  Kommunikation, die nachweislich die emotionalen Reaktionen, das Wohlbefinden und
+                  die Selbstwirksamkeit der Menschen auf die Medienberichterstattung über Krisen
+                  positiv beeinflusst.<note type="footnote">Vgl. <ref type="bibliography" target="#overgaard_consequences_2021">Overgaard 2021</ref>; <ref type="bibliography" target="#schaefer_matter_2022">Schäfer et&#160;al.
+                        2022</ref>. </note> Auch wird die Berichterstattung über lösungsorientierte
+                  Maßnahmen mit einer möglichen Steigerung klimafreundlicher Maßnahmen in Verbindung
+                     gebracht.<note type="footnote">Vgl. <ref type="bibliography" target="#berglez_journalism_2017">Berglez et&#160;al. 2017</ref>; <ref type="bibliography" target="#kelsey_hope_2016">Kelsey 2016</ref>. </note>
+                  Die Forschung zur Berichterstattung über den Klimawandel und zum Klimaschutz ist
+                  in dieser Hinsicht von großer Bedeutung, um ein besseres Verständnis dafür zu
+                  erlangen, wie die Gesellschaft mit den Herausforderungen der Nachhaltigkeit
+                     umgeht.<note type="footnote">Vgl. <ref type="bibliography" target="#spence_pidgeon_psychology_2009">Spence / Pidgeon 2009</ref>; <ref type="bibliography" target="#willis_members_2018">Willis 2018</ref>. </note>
+               </p>
+               <p>So stellt sich die Frage, inwiefern die mediale Berichterstattung den Klimawandel 
+                  als Risiko und Bedrohung mit dem Klimaschutz als Lösungsmöglichkeit verbindet:<note type="footnote">Das mit diesem Artikel affiliierte Projekt <ref target="https://www.fwf.ac.at/forschungsradar/10.55776/P37293">REASON</ref> befasst sich mit dieser Fragestellung im Detail.</note> 
+                  Im Sinne einer lösungsorientierten Darstellung sollten Auswirkungen des Klimawandels 
+                  häufig mit Maßnahmen und Vorschlägen zum Klimaschutz einhergehen. Inwieweit dies 
+                  umgesetzt wird hat nicht nur Auswirkungen auf die Handlungsbereitschaft der Gesellschaft, 
+                  sondern auch auf die Forschung zur Klimaberichterstattung. Da sich diese Forschung bisher 
+                  primär auf das Themengebiet Klimawandel konzentriert, könnte eine Trennung dieser Themen 
+                  in der medialen Diskussion dazu führen, dass Klimaschutzmaßnahmen in den untersuchten 
+                  Datensätzen unterrepräsentiert sind.  
+                  Dieser Beitrag zur Forschung zur Klimaberichterstattung orientiert sich an den in der 
+                  bestehenden Literatur genutzten Schlagworten: Während vorrangig Begriffe wie ›Klimawandel‹<note type="footnote">Vgl. <ref type="bibliography" target="#umamaheswaran_evolution_2022">Umamaheswaran et&#160;al. 2022</ref>; <ref type="bibliography" target="#taufek_perceptions_2021">Taufek et&#160;al. 2021</ref>; <ref type="bibliography" target="#saunders_attention_2018">Saunders et al. 2018</ref>.</note> sowie Synonyme 
+                  wie ›globale Erwärmung‹, ›Treibhauseffekt‹ oder ›Klimakrise‹<note type="footnote">Vgl. <ref type="bibliography" target="#ejaz_politics_2023">Ejaz et&#160;al.
+                     2023</ref>; <ref type="bibliography" target="#hase_climate_change_2021">Hase et&#160;al. 2021</ref>; <ref type="bibliography" target="#patronella_climate_change_2021">Patronella 2021</ref>.</note> 
+                  verwendet werden, gibt es zum Begriff ›Klimaschutz‹ keine vergleichbare Literaturbasis 
+                  oder etablierte Synonyme, was die Notwendigkeit einer spezifischen und fokussierten 
+                  Untersuchung in diesem Bereich unterstreicht. 
+                  
+               </p>
+               <p>Dementsprechend werden die Mehrdimensionalität und der Fokus des Mediendiskurses zum
+                  Klimaschutz in neun auflagenstarken österreichischen Zeitungen<note type="footnote">Das Korpus umfasst die folgenden Zeitungen: <bibl><title type="desc">Die Kronen Zeitung</title></bibl>, <bibl><title type="desc">Der Standard</title></bibl>, <bibl><title type="desc">Der
+                        Kurier</title></bibl>, <bibl><title type="desc">Die Presse</title></bibl>,
+                           <bibl><title type="desc">Profil</title></bibl>, <bibl><title type="desc">Wiener Zeitung</title></bibl>, <bibl><title type="desc">Salzburger
+                           Nachrichten</title></bibl>, <bibl><title type="desc">Oberösterreichische
+                           Nachrichten</title></bibl> und <bibl><title type="desc">Der
+                           Falter</title></bibl>. Für acht der neun Zeitungen sind für den gesamten
+                     Suchzeitraum Artikel verfügbar, für die <bibl><title type="desc">OÖ Nachrichten</title></bibl> sind für den Zeitraum
+                     zwischen 2004 und 2007 keine Artikel in der Datenbank vorhanden. </note>
+                  mittels verschiedener Blickwinkel auf langjährige Trends untersucht. Um insbesondere die
+                  folgenden Fragestellungen bezüglich der Hintergründe zu Themen, Umfang und
+                  Stimmungsvermittlung der Berichterstattung zu adressieren, wurde ein dynamisches
+                     <term type="dh">Topic Model</term> trainiert und eine auf <term type="dh">Embeddings</term> beruhende <term type="dh">Sentiment-Analyse</term>
+                  durchgeführt: <list type="unordered">
+                     <item>Gibt es eine Disparität in der Berichterstattung von Klimawandel 
+                        und Klimaschutz in dem Sinne, ob diese Aspekte der Debatte gemeinsam 
+                        oder getrennt voneinander im Mediendiskurs präsentiert werden? Inwiefern zeigt sich die wachsende
+                        Dringlichkeit des Klimaschutzes in der Berichterstattung? </item>
+                     <item>Welche thematischen Schwerpunkte können identifiziert werden und welchen
+                        (langfristigen) Trends unterliegen diese?</item>
+                     <item>Wie unterscheidet sich die Berichterstattung der Zeitungen in Bezug auf
+                        die verbreiteten Stimmungsbilder? Lassen sich diesbezügliche Merkmale der
+                        Zeitungen quantitativ bestimmen?</item>
+                     <item>Gibt es Querverbindungen zwischen thematischen Schwerpunkten und
+                        Stimmungsbildern, sodass über gewisse Aspekte des Klimaschutzes besonders
+                        positiv und um andere wiederum besonders negativ berichtet wird?</item>
+                  </list></p>
+               <p>In <ref type="intern" target="#hd2">Kapitel 2</ref> (Forschungsstand zur
+                  Klimaberichterstattung) werden das Forschungsfeld der Klimaberichterstattung und
+                  relevante Literatur dargestellt. In <ref type="intern" target="#hd5">Kapitel
+                     3</ref> (Daten und Methoden) werden das verwendete Korpus sowie die
+                  eingesetzten Methoden, Topic Modeling und Sentiment-Analyse, inklusive einer
+                  detaillierten Beschreibung des <term type="dh">Pre-Processings</term> und des
+                     <term type="dh">Topic Labeling</term>, erläutert. Die Resultate zu Topics und
+                  Sentiments, sowohl über das gesamte Korpus als auch deren Entwicklung im
+                  Zeitverlauf, werden in <ref type="intern" target="#hd11">Kapitel 4</ref>
+                  (Ergebnisse) dargestellt. In <ref type="intern" target="#hd17">Kapitel 5</ref>
+                  (Diskussion) werden die Ergebnisse aus der Analyse in den Kontext der
+                  österreichischen Klimaschutzdebatte gestellt, die Rolle der verschiedenen
+                  Zeitungen näher beleuchtet und ein Ausblick auf zukünftige Forschungsmöglichkeiten
+                  gegeben. </p>
+            </div>
+            <div type="chapter">
+               <head>2. Forschungsstand zur Klimaberichterstattung</head>
+               <p>Die Forschung zur Klimaberichterstattung beschäftigt sich mit einer Vielzahl von
+                  Aspekten: In Bezug auf Standpunkte<note type="footnote">Vgl. <ref type="bibliography" target="#luo_stance_2020">Luo et&#160;al.
+                     2020</ref>.</note> und Neigungen<note type="footnote">Vgl. <ref type="bibliography" target="#bohr_climate_change_2020">Bohr 2020</ref>; <ref type="bibliography" target="#boussalis_coan_balance_2013">Boussalis / Coan
+                        2013</ref>. </note> konnte gezeigt werden, dass die Berichterstattung zur
+                  Polarisierung beiträgt und individuelle Haltungen und Vorurteile von
+                  Mediengestaltenden und Lesenden diese beeinflussen.<note type="footnote">Vgl.
+                        <ref type="bibliography" target="#brueggemann_engesser_balance_2017">Brüggemann / Engesser 2017</ref>; <ref type="bibliography" target="#feldman_news_2017">Feldman et&#160;al. 2017</ref>. </note> Diese
+                  Erkenntnisse stehen auch in Zusammenhang mit der Forschung über die Darstellung
+                  von Unsicherheiten in Klimawissenschaften sowie darüber, wie Medien Konflikte und
+                  Kontroversen trotz des sich abzeichnenden Konsenses über den anthropogenen
+                  Klimawandel darstellen.<note type="footnote">Vgl. <ref type="bibliography" target="#boykoff_convergence_2007">Boykoff 2007</ref>. </note>
+               </p>
+               <p>Generell sind die Mehrdimensionalität des Diskurses<note type="footnote">Vgl.
+                        <ref type="bibliography" target="#rabitz_topic_modelling_2021">Rabitz
+                        et&#160;al. 2021</ref>. </note> und dessen Themen<note type="footnote">Topic Detection vgl. <ref type="bibliography" target="#varini_climatext_2020">Varini et&#160;al. 2020</ref>; <ref type="bibliography" target="#ylae-anttila_topic_modeling_2022">Ylä-Anttila et&#160;al.
+                        2022</ref>. </note> sowie Trends<note type="footnote">Vgl. <ref type="bibliography" target="#umamaheswaran_evolution_2022">Umamaheswaran
+                        et&#160;al. 2022</ref>. </note> wichtige Aspekte heutiger
+                  Klimaberichterstattung. Langzeitstudien untersuchen meist wie spezifische
+                  Ereignisse, wie z. B. Naturkatastrophen oder internationale Klimakonferenzen,<note type="footnote">Vgl. <ref type="bibliography" target="#olteanu_events_2015">Olteanu et&#160;al. 2015</ref>. </note> dargestellt werden und
+                  unterstreichen regionale und globale Gemeinsamkeiten wie auch Unterschiede.<note type="footnote">Vgl. <ref type="bibliography" target="#hase_climate_change_2021">Hase et&#160;al. 2021</ref>; <ref type="bibliography" target="#vu_global_phenomenon_2019">Vu et&#160;al.
+                        2019</ref>. </note> Die Analyse deutschsprachiger Zeitungen hat in den
+                  letzten Jahren zunehmend an Aufmerksamkeit gewonnen,<note type="footnote">Vgl.
+                        <ref type="bibliography" target="#busch_judick_climate_change_2021">Busch / Judick 2021</ref>; <ref type="bibliography" target="#dehler_topic_2020">Dehler-Holland et&#160;al. 2020</ref>; <ref type="bibliography" target="#hase_climate_change_2021">Hase et&#160;al.
+                        2021</ref>; <ref type="bibliography" target="#schmid-petri_climate_2017">Schmid-Petri et&#160;al. 2017</ref>. </note> einschließlich der Forschung
+                  zur Leugnung des Klimawandels.<note type="footnote">Vgl. <ref type="bibliography" target="#kaiser_rhomberg_doubt_2016">Kaiser / Rhomberg 2016</ref>. </note>
+                  Für Österreich gibt es bislang nur wenige quantitative Studien zur
+                     Klimaberichterstattung.<note type="footnote">Vgl. <ref type="bibliography" target="#rhomberg_climate_change_2016">Rhomberg 2016 für einen
+                        Überblick</ref>.</note> Ausführliche Einblicke in das Forschungsgebiet der
+                     Klimaberichterstattung und Klimakommunikation finden sich beispielsweise bei
+                     Agin &amp; Karlsson, Dhaher &amp; Gümüş, Mahl &amp; Guenther oder Comfort &amp;
+                     Park.<note type="footnote">Vgl. <ref type="bibliography" target="#agin_karlsson_field_2021">Agin / Karlsson 2021</ref>; <ref type="bibliography" target="#dhaher_lessons_2022">Dhaher / Gümüş 2022</ref>; <ref type="bibliography" target="#mahl_guenther_lessons_2022">Mahl / Guenther 2022</ref>; 
+                        <ref type="bibliography" target="#comfort_park_field_2018">Comfort / Park 2018</ref>.</note>
+               </p>
+               <div type="subchapter">
+                  <head>2.1 Computergestützte quantitative Methoden in der
+                     Klimaberichterstattung</head>
+                  <p>In der Forschung zur Klimaberichterstattung ist die qualitative Inhaltsanalyse eine 
+                     weit verbreitete und erfolgreiche Methode, da sie tiefe Einblicke beispielsweise in die
+                     journalistische Rahmung und Bildsprache des Klimawandels<note type="footnote">Vgl. <ref type="bibliography" target="#cann_raymond_climate_denialism_2018">Cann / Raymond 2018</ref>. </note> sowie in die Verbreitung von
+                        Klima-Fehlinformationen<note type="footnote">Vgl. <ref type="bibliography" target="#farrell_growth_2019">Farrell 2019</ref>. </note> bietet.
+                     Quantitative Studien, die auf computergestützten Methoden wie der Verarbeitung
+                     natürlicher Sprache (<term type="dh">Natural Language Processing</term>)
+                        basieren,<note type="footnote">Vgl. <ref type="bibliography" target="#habimana_sentiment_2020">Habimana et&#160;al. 2020</ref>. </note>
+                     erfahren bei der Untersuchung der Klimakommunikation zunehmende Beliebtheit.
+                     Mit Blick auf die rasante Entwicklung von <term type="dh">Deep-Learning-Algorithmen</term> und anderen automatisierten,
+                     computergestützten Methoden zu Topic Modeling<note type="footnote">Vgl. <ref type="bibliography" target="#vayansky_kumar_review_2020">Vayansky / Kumar
+                           2020</ref>. </note> und Sentiment-Analyse<note type="footnote">Vgl. <ref type="bibliography" target="#birjali_survey_2021">Birjali et
+                           al.,2021.</ref></note> fordern Forschende einen integrativen und
+                     reflexiven Ansatz,<note type="footnote">Vgl. <ref type="bibliography" target="#grundmann_text_2021">Grundmann 2021</ref>; <ref type="bibliography" target="#schaefer_hase_2023">Schäfer / Hase
+                           2023</ref>. </note> um sinnvolle und konstruktive Beiträge zur Forschung
+                     über die Klimaberichterstattung zu leisten. Angesichts der Stärken und
+                     Schwächen von Algorithmen muss anspruchsvollen Forschungsfragen mit
+                     entsprechender Sorgfalt begegnet werden.</p>
+                  <p>Eine häufig gewählte Methode zur quantitativen Analyse der
+                     Klimaberichterstattung ist Topic Modeling mithilfe von <term type="dh">Latent
+                        Dirichlet Allocation</term> (LDA)<note type="footnote">Vgl. <ref type="bibliography" target="#blei_allocation_2003">Blei et&#160;al.
+                           2003.</ref></note>, bei der Topics als eine Liste aus Topic-Termen
+                     gebildet werden. Mithilfe dieser Methode konnten bereits verschiedene Aspekte
+                     der Klimaberichterstattung beleuchtet werden.<note type="footnote">Vgl. <ref type="bibliography" target="#bohr_climate_change_2020">Bohr 2020</ref>;
+                           <ref type="bibliography" target="#hase_climate_change_2021">Hase et
+                           al. 2021</ref>; <ref type="bibliography" target="#keller_news_media_2020">Keller et&#160;al. 2020</ref>; <ref type="bibliography" target="#kunelius_roosvall_media_2021">Kunelius / Roosvall 2021</ref>; <ref type="bibliography" target="#rabitz_topic_modelling_2021">Rabitz et&#160;al. 2021</ref>.
+                     </note> Der Nutzen von moderneren LDA-Adaptionen, beispielsweise das <term type="dh">Dynamic Topic Model</term> (DTM)<note type="footnote">Vgl. <ref type="bibliography" target="#blei_lafferty_topic_models_2006">Blei &amp;
+                           Lafferty 2006.</ref>
+                     </note>, wurde für diesen Forschungsbereich noch nicht näher untersucht. In
+                     anderen Gebieten wurden jedoch bereits vielversprechende Ergebnisse mit DTM
+                     erzielt. Beispielsweise wurden Reden des deutschen Bundestages zum Thema
+                     Energiegewinnung aus Kohle zwischen 1949 und 2019 untersucht und der
+                     allmähliche Wechsel hin zum Kohleausstieg und der Notwendigkeit von
+                     erneuerbaren Energien dargestellt.<note type="footnote">Vgl. <ref type="bibliography" target="#mueller-hansen_coal_2021">Müller-Hansen et&#160;al. 2021</ref>. </note> Ebenso konnten durch die
+                     Analyse der britischen Hansard-Aufzeichnungen<note type="footnote">Die offiziellen protokollarischen Aufzeichnungen der Sitzungen
+                           des britischen Parlamentes.</note> des 19. Jahrhunderts bisher
+                     unbeachtete, aber historisch relevante Ereignisse hervorgehoben werden.<note type="footnote">Vgl. <ref type="bibliography" target="#guldi_debates_2019">Guldi 2019</ref>. </note> In Bezug auf den Klimawandel wurde
+                     DTM genutzt, um den Einfluss der Klimaforschung auf die zwischen 1990 und 2014
+                     veröffentlichten IPCC Reports zu untersuchen.<note type="footnote">Vgl. <ref type="bibliography" target="#sleeman_modeling_2017">Sleeman et&#160;al.
+                           2017</ref>. </note> Internationale Unterschiede in der Berichterstattung
+                     zur COVID-19-Pandemie wurden über das <term type="dh">Dynamic Embedded Topic
+                        Model</term> (DETM), einer Erweiterung des DTM, näher
+                        beleuchtet.<note type="footnote">Vgl. <ref type="bibliography" target="#li_surveillance_2020">Li et&#160;al. 2020</ref>. </note>
+                     Allerdings sind für das DTM Forschungsfragen ebenso reflexiv zu erarbeiten, wie
+                     es für alle quantitativen Methoden notwendig ist,<note type="footnote">Vgl.
+                           <ref type="bibliography" target="#grundmann_text_2021">Grundmann
+                           2021</ref>; <ref type="bibliography" target="#macnamara_media_2005">Macnamara 2005</ref>. </note> und es ist zu beachten, dass durch die
+                     zeitliche Komponente eigene Herausforderungen entstehen.<note type="footnote">Vgl. <ref type="bibliography" target="#marjanen_topic_modelling_2020">Marjanen et&#160;al. 2020</ref>. </note>
+                  </p>
+                  <p>Bei der Anwendung der Sentiment-Analyse für Untersuchungen der
+                     Klimaberichterstattung handelt es sich noch um ein neues Forschungsfeld, dessen
+                     Möglichkeiten erst erprobt werden. So haben sich bisherige Publikationen
+                     lediglich mit der Polarität und den ausgedrückten Emotionen amerikanischer<note type="footnote">Vgl. <ref type="bibliography" target="#patronella_climate_change_2021">Patronella 2021</ref>. </note>,
+                        britischer<note type="footnote">Vgl. <ref type="bibliography" target="#jiang_attitudes_2017">Jiang et&#160;al. 2017</ref>. </note> und
+                        malaysischer<note type="footnote">Vgl. <ref type="bibliography" target="#taufek_perceptions_2021">Taufek et&#160;al. 2021</ref>. </note>
+                     Zeitungen befasst, während weitere Sprachen noch nicht näher betrachtet wurden
+                     und zumeist nur über Abgleiche mit <term type="dh">Sentiment-Lexika</term>
+                     gearbeitet wurde.</p>
+               </div>
+               <div type="subchapter">
+                  <head>2.2 Unterschiede der Berichterstattung Klimawandel und Klimaschutz</head>
+                  <p>Die Berichterstattung in den Medien konzentriert sich neben den Auswirkungen
+                     des Klimawandels auch auf den Klimaschutz, also lösungsorientierte
+                     Berichterstattung, wie man den Klimawandel bekämpfen kann. Dabei zeigt sich,
+                     dass es eine Disparität in der Aufarbeitung des Klimawandels und des
+                     Klimaschutzes gibt und die Artikel tendenziell nur einem der beiden Themen gewidmet sind. 
+                     Um dies zu veranschaulichen, werden in <ref type="intern" target="#tab01">Tabelle 1</ref> verschiedene Korpusgrößen von
+                     Zeitungsartikeln basierend auf unterschiedlicher Schlagwortsuche in der
+                     Datenbank <ref target="https://www.wiso-net.de/">WISO</ref><note type="footnote">Zusätzlich zu WISO 
+                        wurden auch die Datenbanken Nexis Uni und Pressreader untersucht, da für diese 
+                        drei Datenbanken Lizenzen zur Verfügung standen. Nexis Uni enthält für Österreich 
+                        jedoch nur <hi rend="italic">Der Standard</hi> und <hi rend="italic">Die Presse</hi>, während der verfügbare Zugriff auf 
+                        Pressreader nur Einzeldownloads ermöglicht. Auf Grund der größeren Anzahl an 
+                        verfügbaren Publikationen wurde daher WISO als Datenquelle verwendet.</note>&#160;– einer
+                     Online-Datenbank, die von GBI-Genios bereitgestellt wird&#160;– gezeigt. Die
+                     Datenbank enthält Volltexte sowie Metadaten, wie Erscheinungsdatum, Namen der Autor*innen 
+                     oder Ressorts ausgewählter Fachzeitschriften, Artikel der Wochen-
+                     und Tagespresse sowie eBooks. Daraus ergibt sich, dass bei einer Grundgesamtheit
+                     von 88.036 Artikel die Schnittmenge aus Klimaschutz und Klimawandel nur 9.196
+                     Artikel (etwa 10&#160;%) umfasst. Somit kommen im Korpus ›Klimaschutz‹ in 33.762
+                     Artikeln die Schlagworte ›Klimawandel‹, ›globale Erwärmung‹, ›Erderwärmung‹ und
+                     ›Klimakrise‹<note type="footnote">Für das Korpus ›Klimawandel‹ wurde zunächst nur das Schlagwort ›klimawandel*‹ 
+                        genutzt, wodurch bereits 80&#160;% der angegebenen Artikel gefunden wurden, und 
+                        anschließend iterativ mit Synonymen erweitert, die den Korpus um mindestens 
+                        1.000 Artikel ergänzten. Da im Bezug auf den Klimaschutz keine häufig genutzten 
+                        Synonyme existieren, wurde für den Korpus ›Klimaschutz‹ ausschließlich ›klimaschutz*‹ 
+                        genutzt.</note> nicht vor. Folglich findet die Berichterstattung zum Thema
+                     Klimaschutz zu weiten Teilen getrennt von der Berichterstattung zum Klimawandel
+                     statt.</p>
+                  <table  xml:id="tab01">
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">
+                           <hi rend="bold">Korpusname</hi>
+                        </cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">
+                           <hi rend="bold">Schlagworte der Datenbanksuche</hi>
+                        </cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">
+                           <hi rend="bold">Anzahl der Artikel</hi>
+                           <lb/><hi rend="bold">(unbereinigt)</hi>
+                           </cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Gesamtkorpus ›Klimaschutz
+                           &amp; Klimawandel‹</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">klimaschutz* || klimawandel*
+                           || ″globale erwärmung″ || erderwärmung* || klimakrise*</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">88.036</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Korpus ›Klimaschutz‹</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">klimaschutz*</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">42.958</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Korpus ›Klimawandel‹</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">klimawandel* || ″globale
+                           erwärmung″ || erderwärmung* || klimakrise*</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">54.274</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Schnittmenge</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">klimaschutz* + (klimawandel*
+                           || ″globale erwärmung″ || erderwärmung* || klimakrise*)</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">9.196</cell>
+                     </row>
+                     <trailer><ref type="intern" target="#tab1">Tab. 1</ref>:
+                        Korpusgrößen im Vergleich: Datenbankabfrage (basierend auf WISO, Stand
+                        Februar 2023) verschiedener Schlagworte mit logischen Verknüpfungen (›||‹
+                        oder, ›-‹ ohne) zum Thema Klimawandel und Klimaschutz. Das Gesamtkorpus
+                        umfasst alle Artikel zu diesen Schlagworten, die Schnittmenge ergibt sich
+                        aus Artikeln, in denen sowohl Schlagworte zum Klimawandel als auch zum
+                        Klimaschutz vorkommen. Die angeführte Anzahl an Artikeln bezieht sich auf
+                        die in WISO vorhandenen Artikel. [Raven Adam / Marie Lisa Kogler / Martina
+                        Scholger 2023]</trailer>
+                  </table>
+               </div>
+            </div>
+            <div type="chapter">
+               <head>3. Daten und Methoden</head>
+               <div type="subchapter">
+                  <head>3.1 Korpuserstellung und Beschreibung</head>
+                  <p>Der zur Analyse verwendete Datensatz besteht aus 42.853 (Stand Mai 2022)
+                     mittels des Suchbegriffs ›klimaschutz*‹ ausgewählten Artikeln, die zwischen dem
+                     1. Januar 2002 und dem 31. Dezember 2021 veröffentlicht wurden. Die Artikel
+                     wurden manuell in Blöcken von 50 Artikeln heruntergeladen. Um die Anzahl der
+                     Downloads auf ein handhabbares Maß zu beschränken, wurden neun österreichische
+                     Zeitungen ausgewählt, welche die politische Bandbreite der nationalen
+                     Medienlandschaft angemessen abdecken und sowohl Tageszeitungen als auch
+                     Wochenzeitungen umfassen. Die von WISO generierten und heruntergeladenen
+                     HTML-Dateien enthalten neben dem Volltext das Veröffentlichungsdatum und, falls
+                     vorhanden, den Titel und das Abstract des Artikels. Der Datensatz umfasst die
+                     folgenden neun Zeitungen:
+                     <list type="unordered">
+                     <item>Die Kronen Zeitung: Die größte und meistgelesene Tageszeitung
+                        Österreichs. Sie versteht sich als Boulevardzeitung und orientiert sich in
+                        ihrer Berichterstattung stark am gesellschaftlichem Grundtenor. Daher werden
+                        populäre Themen und Ansichten aus allen politischen Richtungen aufgegriffen,
+                        wobei die Kronen Zeitung grundsätzlich dem rechtspopulistischen Spektrum
+                        zuzuordnen ist.<note type="footnote"><ref target="https://www.eurotopics.net/de/148614/kronen-zeitung">Eurotopics Kronen Zeitung</ref>
+                           <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                              politische Bildung 2023</ref>.
+                        </note>. 2021 wies sie eine Reichweite von 30&#160;% auf.<note type="footnote"><ref target="https://www.statistik.at/statistiken/bevoelkerung-und-soziales/kultur/buecher-und-presse"
+                           >Statistik Austria Reichweite der österreichischen Tageszeitungen</ref>,
+                           <ref type="bibliography" target="#bundesanstalt_buecher_2023">Bundesanstalt Statistik Österreich 2023</ref>.</note></item>
+                     <item>Der Kurier: Der Kurier ist nach eigener Aussage die größte täglich
+                        erscheinende österreichische Qualitätszeitung. Er wird als eine Mischung aus
+                        Magazin, Boulevard- und Nachrichtenzeitung wahrgenommen und besitzt eine
+                        liberale Ausprägung.<note type="footnote"><ref target="https://www.eurotopics.net/de/148660/kurier">Eurotopics
+                           Kurier</ref>, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                              politische Bildung 2023</ref>.</note> 2021 wurde eine Medienreichweiten von 6,3&#160;%
+                           erzielt.<note type="footnote"><ref target="https://www.statistik.at/statistiken/bevoelkerung-und-soziales/kultur/buecher-und-presse">Statistik Austria Reichweite der österreichischen Tageszeitungen</ref>,
+                              <ref type="bibliography" target="#bundesanstalt_buecher_2023">Bundesanstalt Statistik Österreich 2023</ref>.</note> </item>
+                     <item> Oberösterreichische Nachrichten: Die meistgelesene Tageszeitung in
+                        Oberösterreich ist politisch bürgerlich-konservativ ausgerichtet.<note type="footnote"><ref target="https://www.ots.at/presseaussendung/OTS_20230330_OTS0143/ooenachrichten-als-wichtige-informationsquelle-der-oberoesterreicherinnen-und-oberoesterreicher">APA-OTS</ref>, <ref type="bibliography" target="#austria_APA-OTS_2024">Austria Presse Agentur 2024</ref>.</note> 
+                        Auch österreichweit spielt sie mit einer Reichweite von 5,4&#160;% im
+                        Jahr 2021 eine relevante Rolle.<note type="footnote"><ref target="https://www.statistik.at/statistiken/bevoelkerung-und-soziales/kultur/buecher-und-presse">Statistik Austria Reichweite der österreichischen Tageszeitungen</ref>,
+                           <ref type="bibliography" target="#bundesanstalt_buecher_2023">Bundesanstalt Statistik Österreich 2023</ref>.</note></item>
+                     <item> Salzburger Nachrichten: Diese regionale Tageszeitung ist im Bundesland
+                        Salzburg von hoher Bedeutung, auch wenn die Auflage in den letzten Jahren
+                        einen Rückgang verzeichnet. Sie gilt als Qualitätszeitung und wird innerhalb
+                        des politischen Spektrums als christlich und liberal eingeordnet.<note type="footnote"><ref target="https://www.eurotopics.net/de/148777/salzburger-nachrichten">Eurotopics Salzburger Nachrichten</ref>, 
+                           <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                              politische Bildung 2023</ref>.</note> 2021 konnten die Salzburger Nachrichten eine
+                        Reichweite von 3,1&#160;% erzielen.<note type="footnote"><ref target="https://www.statistik.at/statistiken/bevoelkerung-und-soziales/kultur/buecher-und-presse">Statistik Austria Reichweite der österreichischen Tageszeitungen</ref>,
+                           <ref type="bibliography" target="#bundesanstalt_buecher_2023">Bundesanstalt Statistik Österreich 2023</ref>.</note> </item>
+                     <item> Der Standard: Die Qualitätszeitung war die erste deutschsprachige
+                        Tageszeitung mit Webauftritt und nimmt in diesem Bereich weiterhin eine
+                        Vorreiterrolle ein. In der öffentlichen Wahrnehmung wird sie als
+                        linksliberal verstanden.<note type="footnote"><ref target="https://www.eurotopics.net/de/148488/der-standard">Eurotopics
+                           Der Standard</ref>, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                              politische Bildung 2023</ref>.</note> Mit einer Reichweite von 7,2&#160;%
+                        war der Standard 2021 die meistgelesene Qualitätszeitung Österreichs.<note type="footnote"><ref target="https://www.statistik.at/statistiken/bevoelkerung-und-soziales/kultur/buecher-und-presse">
+                           Statistik Austria Reichweite der österreichischen Tageszeitungen</ref>,
+                           <ref type="bibliography" target="#bundesanstalt_buecher_2023">Bundesanstalt Statistik Österreich 2023</ref>.</note></item>
+                     <item> Die Presse: Die Presse ist eine überregionale Tageszeitung und weißt
+                        eine bürgerlich-konservative und wirtschaftsliberale Blattlinie
+                           auf.<note type="footnote"><ref target="https://www.eurotopics.net/de/148502/die-presse">Eurotopics
+                              Die Presse</ref>, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                                 politische Bildung 2023</ref>.</note> 2021 wies sie eine Reichweite von 3,8&#160;% auf.<note type="footnote"><ref target="https://www.statistik.at/statistiken/bevoelkerung-und-soziales/kultur/buecher-und-presse">Statistik Austria Reichweite der österreichischen Tageszeitungen</ref>,
+                           <ref type="bibliography" target="#bundesanstalt_buecher_2023">Bundesanstalt Statistik Österreich 2023</ref>.</note></item>
+                     <item> Profil: Aufgrund des Fokus auf investigativen Beiträgen und kritischer
+                        Analyse der österreichischen Innenpolitik gilt das Profil als Österreichs
+                        wichtigstes wöchentlich erscheinendes Nachrichtenmagazin. Die politische
+                        Ausrichtung wird als liberal angesehen.<note type="footnote"><ref target="https://www.eurotopics.net/de/148756/profil">Eurotopics
+                           Profil</ref>, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                              politische Bildung 2023</ref>.</note> 2021 wurde eine Reichweite von 3,2&#160;%
+                           erzielt.<note type="footnote"><ref target="https://media-analyse.at/table/3678">Media Analyse Presse
+                              2021</ref>, <ref type="bibliography" target="#arbeitsgemeinschaft_analyse_2024">Arbeitsgemeinschaft Media-Analysen 2024</ref>.</note></item>
+                     <item> Der Falter: Die ursprüngliche Wiener Stadtzeitung, die wöchentlich
+                        erscheint, hat durch aufwändig recherchierten investigativen Journalismus
+                        nationale Bedeutung erlangt und folgt einer linksliberalen Ausrichtung.<note type="footnote"><ref target="https://www.eurotopics.net/de/148484/falter">Eurotopics
+                              Falter</ref>, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                                 politische Bildung 2023</ref>.</note> Im Jahr 2021 konnte eine Reichweite von 3,6&#160;%
+                        erzielt werden.<note type="footnote"><ref target="https://media-analyse.at/table/3678">Media Analyse Presse
+                           2021</ref>, <ref type="bibliography" target="#arbeitsgemeinschaft_analyse_2024">Arbeitsgemeinschaft Media-Analysen 2024</ref>.</note></item>
+                     <item> Wiener Zeitung: Die täglich erscheinende Wiener Zeitung nimmt innerhalb
+                        der österreichischen Medienlandschaft eine besondere Stellung ein, da sie
+                        ausschließlich im Besitz der Republik Österreich steht.<note type="footnote">Vgl.<ref type="bibliography" target="#seethaler_tageszeitungen_2005">Seethaler
+                           2005</ref>.</note> Daher ist die politische Richtung der Berichterstattung
+                        stark von der jeweils amtierenden Regierung geprägt.<note type="footnote"><ref target="https://www.eurotopics.net/de/148862/wiener-zeitung">Eurotopics Wiener Zeitung</ref>,<ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                              politische Bildung 2023</ref>.</note> Daten zur Reichweite der Wiener Zeitung sind
+                        nicht verfügbar. </item>
+                  </list></p>
+               </div>
+               <div type="subchapter">
+                  <head>3.2 Pre-Processing</head>
+                  <p>Vor der Durchführung der Analyse wurde der Datensatz von Fehlern infolge der
+                        <term type="dh">Optical Character Recognition</term> (OCR) bereinigt und
+                     normalisiert, um den Text für die weitere Verarbeitung vorzubereiten. Um
+                     Eigennamen bei der Bereinigung gesondert behandeln zu können, wurden zunächst
+                     alle Wörter des Korpus, die Binnengroßbuchstaben oder Zahlen beinhalten,
+                     manuell überprüft. Resultierend daraus wurde eine Korrekturliste aus 241
+                     Wörtern, bei denen es sich um tatsächliche Eigennamen und keine OCR-Fehler
+                     handelt, erstellt. Die Bereinigung wurde durch die folgenden Schritte,
+                     hauptsächlich mittels <term type="dh">Regular Expressions</term>, durchgeführt:
+                        <list type="unordered">
+                        <item>Entfernung von Duplikaten: 3.771 Artikel der Datenbank waren entweder
+                           als exakte Duplikate vorhanden oder waren Duplikate, die OCR-Fehler in
+                           Form von Sonderzeichen im Fließtext enthielten.</item>
+                        <item>Normierung von Bezeichnungen mit unterschiedlichen Schreibweisen:
+                           Verschiedene Zeitungen und Verfassende verwenden unterschiedliche
+                           Schreibweisen von Eigennamen, z. B. ›FridaysForFuture‹ und
+                           ›Fridays4Future‹ zu ›Fridaysforfuture‹, welche anhand der Korrekturliste
+                           vereinheitlicht wurden.</item>
+                        <item>Vereinheitlichung von Wörtern mit Binnengroßbuchstaben: Alle
+                           Binnengroßstaben innerhalb eines Wortes in der Korrekturliste wurden
+                           klein gestellt, z. B. ›OceanCare‹ zu ›Oceancare‹.</item>
+                        <item>Trennung von Wörtern, die durch OCR-Fehler zusammengesetzt wurden:
+                           Durch OCR-Fehler wurden teilweise Leerzeichen zwischen
+                           aufeinanderfolgenden Wörtern oder auf Satzzeichen folgenden Wörtern
+                           entfernt. Daher wurden Leerzeichen zwischen Satzzeichen und
+                           darauffolgenden Buchstaben sowie zwischen auf Kleinbuchstaben folgenden
+                           Großbuchstaben eingefügt. Begriffe der Korrekturliste wurden
+                           übersprungen. Dieser Schritt war notwendig, da diese Fehler bei der <term type="dh">Tokenisierung</term> als zusammengesetzte <term type="dh">Tokens</term> gewertet werden würden, z. B. ›begrenzen.Derzeit‹ oder
+                           ›ohneVerzicht‹.</item>
+                        <item>Genderunspezifische Normalisierung: Normalisierung von
+                           geschlechtsneutralen Formulierungen auf die weibliche Form, da
+                           üblicherweise genutzte <term type="dh">Lemmatisierer</term> nicht auf
+                           geschlechtsneutrale Wortformen ausgelegt sind.</item>
+                        <item>Entfernung von Metadaten, die für die Inhaltsanalyse nicht relevant
+                           oder nicht vollständig vorhanden sind: Weblinks, E-Mail-Adressen,
+                           Anmerkungen, Bildbeschreibungen und Informationen zu Verfassenden, die
+                           nicht in jedem Artikel als Fließtext vorhanden waren, wurden aus dem Text
+                           entfernt, da sich die Analyse ausschließlich auf den Inhalt der Artikel
+                           beziehen sollte.</item>
+                        <item>Entfernung von Zahlen und Sonderzeichen: Wörter, die Zahlen enthielten
+                           und nicht in der Korrekturliste enthalten waren sowie alleinstehende
+                           Zahlen und Sonderzeichen wurden entfernt.</item>
+                        <item>Streichung besonders kurzer Artikel: Artikel mit weniger als 250
+                           Wörtern wurden aus dem Korpus entfernt, da sehr kurze Texte zusätzliches
+                           Rauschen in der Topic-Analyse verursachen.<note type="footnote">Vgl.
+                                 <ref type="bibliography" target="#maier-et-al_topic_modeling_2018">Maier et&#160;al. 2018</ref>. </note>
+                        </item>
+                     </list></p>
+                  <p>Nach der Bereinigung reduzierte sich das Korpus auf 22.109 Artikel, die
+                     mithilfe der <ref target="https://stanfordnlp.github.io/stanza/index.html">stanza-Bibliothek</ref><note type="footnote">Vgl. <ref type="bibliography" target="#qi_python_2020">Qi et&#160;al. 2020</ref>.</note> in einzelne
+                     Sätze und 13.015.801 Tokens aufgeteilt wurden. Für die Lemmatisierung, also die
+                     Rückführung eines Wortes auf seine Grundform, und das <term type="dh">Part of
+                        Speech Tagging</term> (POS-Tagging), die Zuordnung zu
+                     Wortarten, wurde die <ref target="https://github.com/wartaal/HanTa">HanTA-Bibliothek</ref><note type="footnote">Vgl. <ref type="bibliography" target="#wartena_morphology_2019">Wartena 2019</ref>. </note> benutzt.
+                     Der lemmatisierte Text wurde anschließend mithilfe des <ref target="https://radimrehurek.com/gensim/models/phrases.html">Phrases-Modells</ref> der <ref target="https://radimrehurek.com/gensim/">gensim-Bibliothek</ref><note type="footnote">Vgl. <ref type="bibliography" target="#rehurek_sojka_software_2010">Řehůřek / Sojka 2010</ref>. </note>
+                     auf Kollokationen untersucht.<note type="footnote">Das Inkludieren von
+                        Kollokationen erhöht in den meisten Fällen die menschliche
+                        Interpretierbarkeit und die Bewertung von automatisierten
+                        Evaluationsmetriken von Topic Models. Vgl. <ref type="bibliography" target="#boyd-graber_care_2015">Boyd-Graber et&#160;al. 2015</ref>; <ref type="bibliography" target="#lau_collocations_2013">Lau et&#160;al.
+                           2013</ref>. </note> Dabei wird der jeweilige Wert an <term type="dh">Normalized Pointwise Mutual Information</term> (NPMI)<note type="footnote">Vgl. <ref type="bibliography" target="#bouma_information_2009">Bouma
+                           2009</ref>. </note> aller möglichen Kollokationen berechnet. Dieser gibt
+                     an, wie sehr sich die Wahrscheinlichkeit, dass gewisse Wörter in einem Text
+                     direkt aufeinander folgen, davon unterscheidet, dass sie voneinander getrennt
+                     auftauchen. Für diese Untersuchung wurden nur Kollokationen mit einem NPMI über
+                     0,35 verwendet.<note type="footnote">NPMI liegt im Wertebereich Null bis Eins,
+                        wobei Null kein relevantes Vorkommen bedeutet und Eins, dass die Wörter
+                        niemals getrennt genutzt werden.</note> Das Phrases-Modell erlaubt außerdem,
+                     eine Liste von Verbindungswörtern, z. B. ›von‹, ›mit‹, ›und‹, vorzugeben, die
+                     in der Berechnung des NPMI nicht berücksichtigt werden, wodurch auch längere
+                     Kollokationen wie z. B. ›Kluft zwischen Arm und Reich‹ oder ›Raubbau an der
+                     Natur‹ gefunden werden können. </p>
+                  <p>Für die Topic-Analyse von Zeitungsartikeln wird häufig nach POS-Tags gefiltert,
+                     um ausschließlich Wörter mit ausreichendem Informationsgehalt zu
+                     verwenden.<note type="footnote">Vgl. <ref type="bibliography" target="#dehler_topic_2020">Dehler-Holland et&#160;al. 2020</ref>; <ref type="bibliography" target="#hase_climate_change_2021">Hase et&#160;al.
+                           2021</ref>; <ref type="bibliography" target="#riedl_biemann_segmentation_2012">Riedl / Biemann 2012</ref>.
+                     </note> Nomen und <term type="dh">Named Entities</term> sind hierfür am besten
+                        geeignet,<note type="footnote">Vgl. <ref type="bibliography" target="#krasnashchok_jouili_topic_quality_2018">Krasnashchok / Jouili,
+                           2018</ref>. </note> wobei je nach Fragestellung und Anwendungsgebiet auch
+                     Adjektive und Verben sinnvoll sind.<note type="footnote">Vgl. <ref type="bibliography" target="#jacobi_analysis_2016">Jacobi et&#160;al.
+                           2016</ref>. </note> In Bezug auf das hier verwendete Korpus führte die
+                     Verwendung von Nomen, Named Entities und Adjektiven zu den verständlichsten
+                     Topic-Repräsentationen. Lemmatisierung und POS-Tagging liefern überwiegend
+                     positive Ergebnisse und sind im Einklang mit den von Wartena erwähnten
+                        Limitationen.<note type="footnote">Vgl. <ref type="bibliography" target="#wartena_hanover_2023">Wartena 2023</ref>, S.&#160; 14–18.</note>
+                     Adjektive, die im Korpus als Nomen vorkommen, werden als Adjektive
+                     kategorisiert, wie es z. B. im Fall des Namens ›Sebastian Kurz‹ ersichtlich
+                     ist, da hier ›Kurz‹ als Adjektiv gewertet wird (vgl. <ref type="intern" target="#tab03">Tabelle 3</ref> und <ref target="https://git.hab.de/forschungsdaten/zeitschrift-fuer-digitale-geisteswissenschaften/adam-scholger-kogler-klimaschutz">Anhang 2</ref><note type="footnote">Ein separat veröffentlichtes Datenset, hier als Anhang
+                        bezeichnet, beinhaltent die 20 wahrscheinlichsten Topic-Terme der in <ref type="intern" target="#tab03">Tabelle 3</ref> beschriebenen Topics, vgl.
+                        <ref type="bibliography" target="#adam_klimaschutz_2023">Adam et&#160;al. 2023</ref>. </note>). Im Rahmen der Topic-Analyse fallen diese
+                     einzelnen Fehlkategorisierungen nicht ins Gewicht, da sowohl Nomen als auch
+                     Adjektive in der Topic-Analyse genutzt werden und so durch die
+                     Fehlkategorisierung kein Wort entfernt wird. ›kurz‹ wird z.&#160;B. im Topic
+                     ›Innenpolitik‹ als relevanter Term gewertet, auch wenn nicht zwischen der
+                     tatsächlichen Verwendung als Nomen oder Adjektiv unterschieden werden kann. Die
+                     Kollokationsbestimmung ermöglichte die Bildung von relevanten Begriffen für das
+                     Topic Model, die sonst fragmentiert mehrere Positionen in den
+                     wahrscheinlichsten Begriffen belegt hätten, wie z. B. ›E Auto‹ oder ›Van der
+                     Bellen‹ (vgl. <ref type="intern" target="#tab03">Tabelle 3</ref> und <ref target="https://git.hab.de/forschungsdaten/zeitschrift-fuer-digitale-geisteswissenschaften/adam-scholger-kogler-klimaschutz">Anhang 1 bis 16</ref>). Aufgrund der POS-Filterung wurde keine
+                     Stoppwortentfernung durchgeführt, wodurch Kollokationen wie ›in Brüssel‹, ›in
+                     Paris‹ oder ›um Prozent‹<note type="footnote">Diese Kollokation entsteht
+                        aufgrund der Entfernung von numerischen Elementen und wird im Zusammenhang
+                        mit der Erhöhung oder Verringerung von Emissionswerten um einen beliebigen
+                        Prozentsatz genutzt.</note> extrahiert werden, die anhand ihrer Häufung in
+                     bestimmten Artikeln als relevante Topic-Terme gewichtet werden. In <ref type="intern" target="#tab03">Tabelle 3</ref> lässt sich Anhand der
+                     Kollokationen ›um Prozent‹ und ›in Österreich‹ auch eine Schwäche des Topic
+                     Modeling verdeutlichen. Da ›Prozent‹ und ›Österreich‹ ebenfalls als relevante
+                     Topic-Terme gewertet werden, liegt eine gewisse Redundanz in der
+                     Topic-Repräsentation vor. Grund dafür ist der rein statistische Ansatz, der
+                     ausschließlich Worthäufigkeiten beachtet.<note type="footnote">Topic
+                        Modeling-Ansätze, die auf Embeddings basieren und daher die Ähnlichkeit von
+                        Wörtern lernen können, sind in der Lage, sehr ähnliche Wörter in den Topics
+                        negativ zu bewerten, wodurch diese heterogener werden. Ähnliche Lösungen für
+                        statistische Topic Modeling-Ansätze existieren, sind in der hier genutzten
+                        Implementierung nicht enthalten.</note>
+                  </p>
+               </div>
+               <div type="subchapter">
+                  <head>3.3 Dynamic Topic Model </head>
+                  <p>Für die quantitative Analyse der Texte wurden zwei Methoden des Natural
+                     Language Processing (NLP) verwendet: DTM und Sentiment-Analyse. DTM ist eine
+                     Erweiterung der LDA<note type="footnote">Ausführliche Diskussionen zur Methode
+                        finden sich z.&#160;B. bei <ref type="bibliography" target="#mohr_bogdanov_introduction_2013">Mohr / Bogdanov 2013</ref> oder
+                           <ref type="bibliography" target="#fechner_weiß_topic_modeling_2017">Fechner / Weiß 2017</ref>.</note>, der am häufigsten verwendeten Methode
+                     in der automatisierten Analyse zur Entdeckung und Untersuchung von latenten
+                     semantischen Strukturen, sogenannten Topics, in großen Textsammlungen.<note type="footnote">Vgl. <ref type="bibliography" target="#grundmann_text_2021">Grundmann 2021</ref>; <ref type="bibliography" target="#sukhija_topic_modeling_2016">Sukhija et&#160;al. 2016</ref>.
+                     </note> Jedes Dokument wird als eine Wahrscheinlichkeitsverteilung der Topics
+                     beschrieben. Dabei wird das wahrscheinlichste Topic als Haupttopic bezeichnet,
+                     alle anderen als Nebentopics.<note type="footnote">Vgl. <ref type="bibliography" target="#ejaz_politics_2023">Ejaz et&#160;al.
+                           2023</ref>. </note> DTM fügt dem Ansatz von LDA eine zeitliche Komponente
+                     hinzu. Das zur Analyse verwendete Korpus wird daher nicht mehr als eine
+                     ungeordnete Sammlung von Dokumenten betrachtet, sondern durch die zeitliche
+                     Reihenfolge der Dokumente definiert. Dadurch entwickeln sich die Topics
+                     aufgrund der neu hinzugefügten Dokumente weiter und es können Veränderungen im
+                     geführten Diskurs dargestellt werden.<note type="footnote">Vgl. <ref type="bibliography" target="#blei_lafferty_topic_models_2006">Blei / Lafferty 2006.</ref></note>
+                  </p>
+                  <p>Für die Wahl der untersuchten Zeitabschnitte müssen sowohl technische als auch
+                     inhaltliche Aspekte beachtet werden, damit eine kontinuierliche Entwicklung der
+                     Topics gewährleistet wird. Die Zeitabschnitte wurden so gewählt, dass in jedem
+                     Abschnitt mindestens hundert Dokumente enthalten sind. Bei den Inhalten wurde
+                     darauf geachtet, saisonale und dynamische Effekte der Berichterstattung
+                     bestmöglich zu berücksichtigen. Im Falle des hier untersuchten Korpus, der
+                     monatliche Lücken und keine Saisonalität aufweist, wurden jährliche
+                     Zeitabschnitte gewählt. Vergleichen wir dazu Twitter-Diskussionen, so sind
+                     deren Dynamiken von täglichen beziehungsweise wöchentlichen Sprüngen geprägt
+                     und es bedarf kürzerer zeitlicher Einheiten.<note type="footnote">Vgl. <ref type="bibliography" target="#del_gobbo_topics_2021">del Gobbo et
+                           al. 2021</ref>; <ref type="bibliography" target="#yan_tang_evolution_2020">Yan / Tang 2020</ref>. </note>
+                  </p>
+                  <p>Um DTM verwenden zu können, muss die Anzahl der Topics im Voraus bestimmt
+                     werden. Um die beste Anzahl von Topics zu finden, wurden mehrere
+                        LDA-Modelle<note type="footnote">chunk_size&#160;=&#160;2.000, Iterationen&#160;=&#160;400,
+                        passes&#160;=&#160;20. </note> der <ref target="https://radimrehurek.com/gensim/models/ldamodel.html">gensim-Bibliothek</ref> auf einem Bereich von zwei bis fünfzig Topics für
+                     vier verschiedene Zeitabschnitte sowie das gesamte Korpus trainiert. Die
+                     Modelle wurden anhand des Kohärenzmaßes <term type="dh">CV</term><note type="footnote">Vgl. <ref type="bibliography" target="#roeder_space_2015">Röder et&#160;al. 2015</ref>. </note>
+                     bewertet. Die Grundidee ist, dass die CV-Werte eines LDA-Modells lokale
+                     Maximalwerte für die Topic-Anzahl erreichen, die informative
+                     Topic-Repräsentationen liefern.<note type="footnote">Vgl. <ref type="bibliography" target="#mosallaie_evolution_2021">Mosallaie et
+                           al. 2021</ref>; <ref type="bibliography" target="#yin_topic_2020">Yin et&#160;al. 2020</ref>. </note> Die Anzahl der Topics, die zu gemeinsamen
+                     oder nahe beieinander liegenden Maximalwerten der CV-Werte jedes
+                     Zeitabschnittes und des gesamten Korpus führen, sind ein Indikator für die
+                     Anzahl der Topics, für die das DTM informative Ergebnisse liefert. Für das
+                     betreffende Korpus wurden die besten Ergebnisse mit einer Anzahl von 25, 35 und
+                     47 Topics erzielt. Für die drei Topic-Anzahlen wurde jeweils ein DTM trainiert
+                     und mit den anderen verglichen. Nach rigoroser manueller Überprüfung auf
+                     Redundanz und Überlappung der erstellten Topics, Verständlichkeit der
+                     Topic-Terme zwischen den drei Modellen sowie mehreren Diskussionsrunden wurde
+                     das Modell mit 35 Topics für die weitere Auswertung ausgewählt. Für die hier
+                     dargestellte Analyse wurde die DTM-Implementierung der <ref target="https://radimrehurek.com/gensim/models/ldaseqmodel.html">gensim-Bibliothek</ref> genutzt.
+                     Um die zeitaufwändige manuelle Analyse der Topics nur auf die relevantesten 
+                     zu beschränken, wurden für den nächsten Schritt nur jene Topics verwendet, 
+                     die in mindestens 100 Artikeln als Haupttopic vorkommen. Dadurch reduzierte sich 
+                     die Anzahl auf 16 Topics, die insgesamt 98,7&#160;% aller Artikel beinhalten. </p>
+               </div>
+               <div type="subchapter">
+                  <head>3.4 Topic Labeling</head>
+                  <p>Die Interpretation der Topic-Wortlisten kann über die Zuweisung eines
+                     Oberbegriffs (<term type="dh">Label</term>) entsprechend vereinfacht
+                        werden.<note type="footnote">Vgl. <ref type="bibliography" target="#mueller-hansen_coal_2021">Müller-Hansen et&#160;al. 2021</ref>;
+                           <ref type="bibliography" target="#toernberg_toernberg_muslims_2016">Törnberg / Törnberg 2016</ref>; <ref type="bibliography" target="#yau_clustering_2014">Yau et&#160;al. 2014</ref>. </note> Dabei ist es
+                     wichtig, dass für diesen manuellen Prozess ein tiefergehendes Verständnis des
+                     Korpus mit einfließt. Dazu wurden zu jedem Topic die 20 wahrscheinlichsten
+                     Wörter sowie die Titel von 100 Artikeln und gesamte Fließtexte von 20 Artikeln
+                     herangezogen. Im Rahmen der Volltextsichtung wurden auch die Formen der
+                     Berichterstattung (z. B. Nachrichtenartikel, Reportage, Kommentar, Leitartikel,
+                     Meinungsartikel, Kolumnen, Interviews, Porträts, Berichte, Analysen)
+                     untersucht. Bei den 20 ausgewählten Artikeln jedes Topics handelte es sich um
+                     jene, denen die höchste Wahrscheinlichkeit zugeordnet wurde, dem jeweiligen
+                     Topic anzugehören. Somit handelt es sich um die repräsentativsten Artikel der
+                     Topics. Dieser Prozess wurde von mehreren Diskussionen unter Berücksichtigung
+                     von Fachliteratur zu Themen und Dimensionen des Klimadiskurses begleitet. Das
+                     finale Labeling der Topics orientiert sich stark an den Topic Labels zu
+                     Klimawandel von Hase et&#160;al.,<note type="footnote">Vgl. <ref type="bibliography" target="#hase_climate_change_2021">Hase et&#160;al.
+                           2021</ref>, Tabelle 5. </note>
+                     weist jedoch auch einige Unterschiede auf, da der hier verwendete Datensatz zum
+                     Klimaschutz weit weniger Bezug zu Gefahren des Klimawandels (physikalische
+                     Dimension) hat, sondern vielmehr auf politische, wirtschaftliche und
+                     gesellschaftliche Dimensionen ausgerichtet ist. Entsprechend wurden die Topics
+                     zusätzlich in diese drei Kategorien eingeteilt. Auch hier wurde ein analoges
+                     Verfahren (Sichtung von 100 Titeln, 20 Fließtexten, 20 Topic-Termen sowie
+                     mehreren Diskussionsrunden) angewendet.<note type="footnote">Vgl. <ref type="bibliography" target="#hase_climate_change_2021">Hase et&#160;al.
+                           2021</ref>; <ref type="bibliography" target="#keller_news_media_2020">Keller et&#160;al. 2020</ref>; <ref type="bibliography" target="#stecula_merkley_climate_change_2019">Stecula / Merkley 2019</ref>. </note> Generell ist bei
+                     Labeling-Verfahren zu beachten, dass thematische Grenzen immer verschwimmen
+                     können und daher diese manuelle Zuordnung auch nur einer Neigung bzw. Tendenz,
+                     aber keiner Ausschließlichkeit entspricht. Das Labeling von Topics wird
+                     mitunter kontrovers betrachtet. Während Shadrova<note type="footnote">Vgl.
+                           <ref type="bibliography" target="#shadrova_topic_models_2021">Shadrova
+                           2021</ref>. </note> die inhärente Subjektivität kritisch anmerkt, trägt
+                     das Topic Labeling für Boyd-Graber et&#160;al.<note type="footnote">Vgl. <ref type="bibliography" target="#boyd-graber_topic_models_2017">Boyd-Graber et&#160;al. 2017</ref>, S. 182.</note> im Vergleich zu
+                     unbenannten Wortlisten zum besseren Verständnis des analysierten Korpus bei.
+                     Dieser Beitrag orientiert sich daher an den Argumenten von Boyd-Graber et&#160;al.,
+                     um die Ergebnisse überschaubar darzustellen.</p>
+               </div>
+               <div type="subchapter">
+                  <head>3.5 Sentiment-Analyse</head>
+                  <p>Die Sentiment-Analyse beschreibt verschiedene Methoden, die hauptsächlich dazu
+                     genutzt werden, die Polarität (positiv, neutral, negativ) eines Textsegments
+                     zu bestimmen. Zusätzlich kann darunter auch die detaillierte Aufgliederung
+                     eines Textes in verschiedene Grundemotionen verstanden werden.<note type="footnote">Vgl. <ref type="bibliography" target="#kim_klinger_survey_2019">Kim / Klinger 2019</ref>; <ref type="bibliography" target="#medhat_sentiment_2014">Medhat et&#160;al.
+                           2014</ref>. </note> Im Bereich der automatisierten Textanalyse wird die
+                     Sentiment-Analyse allgemein in zwei Anwendungsverfahren aufgeteilt: Eine
+                     Analyse mittels vorgefertigter <term type="dh">Lexika</term> oder <term type="dh">Thesauri</term> oder mittels <term type="dh">Machine-Learning</term>-Methoden.<note type="footnote">Vgl. <ref type="bibliography" target="#birjali_survey_2021">Birjali et&#160;al.
+                           2021.</ref></note>
+                  </p>
+                  <p>In den meisten Fällen wird auf lexikonbasierte Verfahren zurückgegriffen, die
+                     jedoch generell eine deutlich niedrigere Genauigkeit aufweisen. Obwohl
+                     Machine-Learning-Methoden meist genauere Ergebnisse erzielen, werden sie
+                     seltener genutzt, da die dafür notwendigen Trainingsdatensätze für die meisten
+                     Sprachen spärlich ausgeprägt und, wenn vorhanden, stark domänenspezifisch
+                        sind.<note type="footnote">Vgl. <ref type="bibliography" target="#fehle_sentiment_2021">Fehle et&#160;al. 2021</ref>. </note> In
+                     den letzten Jahren hat jedoch die Einbindung von <term type="dh">Transformer-Modellen</term><note type="footnote">Vgl. <ref type="bibliography" target="#vaswani_attention_2017">Vaswani et&#160;al. 2017</ref>. </note>
+                     in Machine-Learning-Architekturen zur Entwicklung großskaliger Sprachmodelle,
+                     wie z. B. <term type="dh">Bidirectional Encoder Representations from
+                        Transformers</term> (BERT)<note type="footnote">Vgl. <ref type="bibliography" target="#devlin_pre_training_2019">Devlin et&#160;al. 2019</ref>.
+                     </note> beigetragen. Der große Vorteil dieser BERT-Modelle ist, dass sie auf
+                     mehreren Millionen Daten für allgemeine NLP-Aufgaben, wie <term type="dh">Next
+                        Sentence Prediction</term>, trainiert wurden. Dadurch können sowohl
+                     spezifische (d. h. kontextbezogene Ausdrücke) und allgemeine <term type="dh">Sentence Embeddings</term><note type="footnote">Mehrdimensionale Darstellungen von Wörtern und Sätzen,
+                        die ihre semantische Bedeutung beschreiben können. Vgl. <ref type="bibliography" target="#conneau_single_2018">Conneau et&#160;al. 2018</ref>.
+                     </note> erzeugt werden, die sich anschließend mit weitaus kleineren Datensätzen
+                     auf fach- und themenspezifische NLP-Aufgaben und Domänen optimieren lassen. In
+                     diesem Beitrag wird daher das ›german-news-sentiment-bert‹-Modell<note type="footnote">Dieses Sentiment Modell wurde auf deutschsprachige
+                        Zeitungsartikel zur Migration fine-getuned und basiert auf einem pretrained
+                           <ref target="https://huggingface.co/oliverguhr/german-sentiment-bert">Model</ref> von <ref type="bibliography" target="#guhr_training_2020">Guhr et&#160;al. 2020</ref>. Da es keinen
+                        annotierten Sentiment-Datensatz für den Klimawandel gibt, wurde auf
+                        eigenständiges Feintuning verzichtet.</note> benutzt, um die Polarität der
+                     Artikel in Bezug auf Klimaschutz zu untersuchen. Um zu gewährleisten, dass die
+                     berechnete Polarität auch tatsächlich nur den Klimaschutzkontext abbildet,
+                     wurden nur Sätze, die die Zeichenfolge ›klimaschutz‹ enthalten sowie die
+                     beiden jeweils vorhergehenden und darauffolgenden Sätze untersucht. Da die
+                     meisten Artikel nicht ausschließlich Klimaschutz behandeln, würde die
+                     Bestimmung der Polarität ansonsten von diesen zusätzlich diskutierten
+                     Thematiken beeinflusst werden und keine Aussagekraft über die negative oder
+                     positive Darstellung des Klimaschutzes innerhalb der Artikel ermöglichen.</p>
+               </div>
+            </div>
+            <div type="chapter">
+               <head>4. Ergebnisse</head>
+               <p>Im Zeitraum 2002 bis 2021 veröffentlichten die untersuchten Zeitungen einen Anteil
+                  von 0,4&#160;% aller Artikel mit dem Hauptthema Klimaschutz (vgl. <ref type="intern" target="#tab02">Tabelle 2</ref>), wobei im Jahr 2021 mit 1,52&#160;% dieser einen
+                  Spitzenwert erreicht hat. Besonders intensiv berichteten die Zeitungen <bibl>
+                     <title type="desc">Der Standard</title>
+                  </bibl> und <bibl>
+                     <title type="desc">Profil</title>
+                  </bibl> (0,7&#160;%), am wenigsten <bibl>
+                     <title type="desc">Die Kronen Zeitung</title>
+                  </bibl> (0,2&#160;%).</p>
+               <table  xml:id="tab02">
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <hi rend="bold">Zeitung</hi>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <hi rend="bold">Klimaschutzartikel pro Zeitung 
+                           <lb/>(Stand: Februar 2023)</hi>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <hi rend="bold">Gesamtanzahl Artikel pro Zeitung
+                           <lb/>(Stand: Februar 2023)</hi>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <hi rend="bold">Anteil Klimaschutz
+                           <lb/>[&#160;%]</hi>
+                     </cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Die Kronen Zeitung</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">9.083</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">4.685.134</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,2&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Der Kurier</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">8.111</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">2.324.957</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,3&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Oberösterreichische Nachrichten</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">4.433</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">1.187.515</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,4&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Salzburger Nachrichten</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">5.272</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">1.199.735</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,4&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Der Standard</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">6.230</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">941.649</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,7&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Die Presse</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">4.823</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">968.231</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,5&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Profil</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">606</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">89.222</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,7&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Der Falter</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">514</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">116.752</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,4&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">
+                        <bibl>
+                           <title type="desc">Wiener Zeitung</title>
+                        </bibl>
+                     </cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">3.886</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">721.865</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,5&#160;%</cell>
+                  </row>
+                  <row>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">Gesamt</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">42.958</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">12.235.060</cell>
+                     <cell rend="Text_zfdg background-color(FFFFFF)">0,4&#160;%</cell>
+                  </row>
+                  <trailer><ref type="intern" target="#tab2">Tab. 2</ref>:
+                     Aufschlüsselung des Datensatzes: Klimaschutzartikel (Korpus ›Klimaschutz‹)
+                     sowie die Gesamtanzahl an Artikeln pro Zeitung wurden für neun österreichische
+                     Zeitungen mit nationaler Reichweite ermittelt (WISO, Stand Februar 2023). Die
+                     angeführte Anzahl an Artikeln in beiden Spalten bezieht sich auf die in WISO
+                     vorhandenen Artikel. [Raven Adam / Marie Lisa Kogler / Martina Scholger
+                     2023]</trailer>
+               </table>
+               <div type="subchapter">
+                  <head>4.1 Topics und Kategorisierung</head>
+                  <table xml:id="tab03">
+                     <row>
+                        <cell rend="Text_zfdg">
+                           <hi rend="bold">Kategorie</hi>
+                        </cell>
+                        <cell rend="Text_zfdg">
+                           <hi rend="bold">Topic Label</hi>
+                           <lb/><hi rend="bold">(Kurzform)</hi>
+                        </cell>
+                        <cell rend="Text_zfdg">
+                           <hi rend="bold">10 wahrscheinlichsten Topic-Terme des
+                              Gesamtzeitraums</hi>
+                        </cell>
+                        <cell rend="Text_zfdg">
+                           <hi rend="bold">Artikel Anzahl</hi>
+                        </cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)" rows="6">Politik</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Innenpolitik</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Grüne, Partei, ÖVP,
+                           Regierung, kurz, grün, neu, Van der Bellen, Koalition, Thema </cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">3210</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">
+                           Außenpolitik &amp; Klimakonferenzen
+                           <lb/>(Außenpolitik)
+                        </cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">USA, China, Land, Obama,
+                           Staat, Welt, Kyoto Protokoll, Klimaschutz, in Paris, groß</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">1973</cell></row>
+                        <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">
+                           EU Politik
+                           <lb/>(EU)
+                        </cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">EU, Europa, europäisch,
+                           Russland, neu, EU Kommission, Kommission, Österreich, Kyoto-Protokoll, in
+                           Brüssel</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">1055</cell>
+                           </row>
+                        <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">
+                           Förderungen &amp; Anreize
+                           <lb/>(Förderungen)
+                        </cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Euro, Land, Million Euro,
+                           Mio, Prozent, Euro, Mrd, Förderung, Jahr, Geld</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">561</cell>
+                           </row>                     
+                        <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">
+                           USA Politik
+                           <lb/>(USA)
+                        </cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Bush, USA, Trump, Präsident,
+                           Biden, Washington, Amerika, US, Trumps, Republikaner</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">296</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(EFEFEF)">Emissionsreduktion &amp;
+                           politische Instrumente 
+                           <lb/>(Emissionen)</cell>
+                        <cell rend="Text_zfdg background-color(EFEFEF)">Prozent, Österreich,
+                           Emission, um Prozent, Industrie, Johannesburg, Jahr, EU, Tonne, in
+                           Österreich</cell>
+                        <cell rend="Text_zfdg background-color(EFEFEF)">1158</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)" rows="4">Wirtschaft</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">
+                           Investitionen &amp; Klimaschutzmaßnahmen
+                           <lb/>(Investitionen)
+                        </cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Österreich, Klimaschutz,
+                           Wirtschaft, Regierung, neu, Land, Ziel, Maßnahme, Krise, Steuer</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">3063</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Nachhaltigkeit &amp; Konsum
+                           <lb/>(Nachhaltigkeit)</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Unternehmen, Firma,
+                           Nachhaltigkeit, nachhaltig, Markt, neu, Umwelt, Produkt, Kunde,
+                           Konzern</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">933</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Energiewende
+                           <lb/>(Energie)</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Energie, erneuerbar Energie,
+                           Strom, Wasserstoff, Biomasse, Energiewende, Anlage, Kraftwerk, Kohle,
+                           Prozent</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">659</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Landwirtschaft
+                           <lb/>(Landwirtschaft) </cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">Bauer, Landwirtschaft,
+                           Lebensmittel, Bio, Fleisch, Tier, Produkt, Konsument, Landwirt,
+                           heimisch</cell>
+                        <cell rend="Text_zfdg background-color(FFFFFF)">120</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)" rows="6">Gesellschaft</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Soziale Werte &amp;
+                           Emotionen 
+                           <lb/>(Soziale Werte) </cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Mensch, gut, groß, Jahr,
+                           anderer, Welt, Zeit, neu, Politik, Problem</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">4622</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Wohnbau &amp; Stadtplanung
+                           <lb/>(Wohnbau)</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Stadt, Projekt, neu, Wien,
+                           Gemeinde, Klimaschutz, Haus, Salzburg, Gebäude, Wohnbauförderung</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">2489</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">
+                           Proteste &amp; Aktivismus
+                           <lb/>(Aktivismus)
+                        </cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Kind, Klimaschutz, Schule,
+                           Österreich, erster, Tag, Schüler, in Wien, Aktion, Jugendliche</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">953</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Philosophische &amp;
+                           gesellschaftliche Betrachtungen 
+                           <lb/>(Betrachtungen)</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Politiker, Wien, Herr, Frau,
+                           OÖN, Bürger, Fall, so genannt, Grund, Dr.</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">351</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Verkehrswende
+                           <lb/>(Verkehr)</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">Auto, Verkehr, Fahrzeug,
+                           Elektroauto, PKW, LKW, Straße, Diesel, Autofahrer, E Auto</cell>
+                        <cell rend="Text_zfdg background-color(F3F3F3)">241</cell>
+                     </row>
+                     <row>
+                        <cell rend="Text_zfdg background-color(EFEFEF)">Klimawandelauswirkungen
+                           &amp; Bewusstsein 
+                           <lb/>(Klimawandel)</cell>
+                        <cell rend="Text_zfdg background-color(EFEFEF)">Klimawandel, Jahr, Grad,
+                           Wasser, Hochwasser, Hitze, Temperatur, Region, Katastrophe,
+                           Auswirkung</cell>
+                        <cell rend="Text_zfdg background-color(EFEFEF)">142</cell>
+                     </row>
+                     <trailer><ref type="intern" target="#tab3">Tab. 3</ref>: Topics
+                        und Kategorien: Ergebnisse des Topic Modelings (Topic-Terme und
+                        Artikelanzahl je Einteilung als Haupttopic) anhand des bereinigten Korpus von 22.109 Artikeln
+                        inklusive Topic Labels. Anordnung nach Wahrscheinlichkeit des Topics sowie
+                        gesellschaftliche, politische und wirtschaftliche Dimensionen des Diskurses.
+                        Die 10 wahrscheinlichsten Topic-Terme des Gesamtzeitraums wurden durch die
+                        gewichtete Summe der Wahrscheinlichkeiten für jeden Zeitabschnitt bestimmt.
+                        [Raven Adam / Marie Lisa Kogler / Martina Scholger 2023]</trailer>
+                  </table>
+
+                  <p>Die aus dem bereinigten Korpus von 22.109 Artikeln ermittelte Liste aus 16
+                     Topics ist in <ref type="intern" target="#tab03">Tabelle 3</ref> gezeigt,
+                     einschließlich der zehn wahrscheinlichsten Begriffe jedes Topics sowie der
+                     Gesamtzahl der einem bestimmten Haupttopic zugeordneten Artikel. Ausführliche
+                     Wortlisten und Worthäufigkeiten der Topics sind in <ref target="https://git.hab.de/forschungsdaten/zeitschrift-fuer-digitale-geisteswissenschaften/adam-scholger-kogler-klimaschutz">Anhang 1 bis 16</ref> gegeben. Generell steht die Form der
+                     Berichterstattung (z. B. Reportage, Interview) in Zusammenhang mit der Bildung
+                     von Topics, was auch innerhalb dieser Untersuchung festgestellt werden konnte. </p>
+                  <p>Die drei größten Topics sind <list type="unordered">
+                        <item>›Soziale Werte‹, bestehend aus einer großen Anzahl an Meinungsartikeln
+                           über den gesellschaftlichen Umgang und Emotionen wie Klimaangst und
+                           Hoffnung, </item>
+                        <item>›Innenpolitik‹, bestehend aus vielen tagesaktuellen Berichten und
+                           Analysen zu Aktivitäten der aktuellen Regierung, und </item>
+                        <item>›Investitionen‹, welches verschiedene Artikelformate umfasst, wobei
+                           inhaltlich Klimaschutzaspekte oft nur in die Diskussion verschiedener
+                           Krisenmaßnahmen (z. B. Bekämpfung von Inflation, COVID, oder
+                           gesellschaftliche Verteilungsfragen) eingebettet sind.</item>
+                     </list></p>
+                  <p>Einige interessante Aspekte zeigen sich in der Aufteilung und Ausrichtung der
+                     verschiedenen Topics. So ist die Unterteilung in Innen- und Außenpolitik nicht
+                     überraschend, allerdings konnten auch weitere Teilbereiche des überregionalen
+                     Diskurses, mit Fokus auf ›EU‹ und ›USA‹, identifiziert werden. Darüber hinaus
+                     wurde ein großes Topic zu allgemeinen ›Investitionen‹ im Klimaschutz ermittelt,
+                     daran angelehnte Aspekte des Diskurses kommen in ›Wohnbau‹ sowie kleineren
+                     Topics wie ›Nachhaltigkeit‹, ›Energie‹, ›Verkehr‹, ›Emissionen‹ und
+                     ›Landwirtschaft‹ zum Tragen. Dies zeigt eine Differenzierung des Diskurses zu
+                     Klimaschutzmaßnahmen. Lediglich eine kleine Anzahl von Artikeln hat das Thema
+                     ›Aktivismus‹ als Hauptthema, was auf die Tatsache zurückzuführen ist, dass
+                     Aktivismus in vielen Artikeln als Nebenthema integriert ist.</p>
+                  <p>Die Topic-Verteilung wurde nach Zeitungen aufgeschlüsselt, wie in <ref type="graphic" target="#abb01">Abbildung 1</ref> für den Prozentsatz der
+                     Artikel über den gesamten Zeitraum dargestellt. Bei den Zeitungen <bibl>
+                        <title type="desc">Der Falter</title>
+                     </bibl> (39,5&#160;%), <bibl>
+                        <title type="desc">Die Kronen Zeitung</title>
+                     </bibl> (33,1&#160;%) und <bibl>
+                        <title type="desc">Profil</title>
+                     </bibl> (29,5&#160;%) zeigt sich eine besonders intensive Berichterstattung zum
+                     Topic ›Soziale Werte‹. Diese Verteilung steht in Zusammenhang mit einer starken
+                     Ausrichtung auf Meinungsartikel und Kolumnen bei der Tageszeitung <bibl>
+                        <title type="desc">Die Kronen Zeitung</title></bibl>
+                     sowie dem Fokus auf aufwändig recherchierte und investigative
+                     Reportagen der Wochenzeitungen <bibl>
+                        <title type="desc">Der Falter</title>
+                     </bibl> und <bibl>
+                        <title type="desc">Profil</title></bibl>,
+                     da diese Artikelformate häufig diesem Topic zugeordnet wurden. Die
+                     anderen Zeitungen weisen ein ausgeglicheneres Verhältnis zwischen den größeren
+                     Topics auf, wobei bis auf zwei Ausnahmen auch hier ›Soziale Werte‹ an erster
+                     Stelle steht. Das wahrscheinlichste Topic der <bibl>
+                        <title type="desc">Wiener Zeitung</title>
+                     </bibl> ist ›Investitionen‹ (18,8&#160;%) und der <bibl>
+                        <title type="desc">ÖO Nachrichten</title>
+                     </bibl> ist ›Wohnbau‹ (20,8&#160;%). </p>
+                  <figure>
+                     <graphic xml:id="abb01" url="Medien/klimaschutz_001.png">
+                        <desc>
+                           <ref type="graphic" target="#abb1">Abb.&#160;1</ref>: Topic-Anteil in
+                           verschiedenen Zeitungen: Prozentanteil der Artikelzahlen pro Topic für
+                           jede der untersuchten Zeitungen (alphabetisch geordnet). Hintergründe zu
+                           den Topic Labels vgl. <ref type="intern" target="#tab02">Tabelle 2</ref>.
+                           [Raven Adam / Marie Lisa Kogler / Martina Scholger 2023] </desc>
+                     </graphic>
+                  </figure>
+                  <p>Die Einteilung in 16 Topics sowie die jahresbasierte Aufteilung der Artikel
+                     führen dazu, dass für kleine Topics teilweise nur eine geringe Anzahl an
+                     Artikel pro Jahr zur Verfügung steht. Daher ist es notwendig, die Topics zu
+                     Kategorien zu gruppieren, um eine sinnvolle Langzeitanalyse (vgl. <ref type="intern" target="#hd15">Kapitel 4.4</ref> zu Trend-Analysen) bezüglich
+                     der thematischen Ausrichtung der Zeitungen sowie deren Stimmungsbilder mittels
+                     Sentiment-Analyse zu ermöglichen. Die Einteilung der Topics in die drei
+                     Grundsäulen ›Politik‹, ›Wirtschaft‹ und ›Gesellschaft‹ spiegelt die thematische
+                     Tendenz der Topics wider, die bei der manuellen Überprüfung ihrer
+                     repräsentativsten Beiträge festgestellt wurde. Zwischen den Zeitungen gibt es
+                     deutliche Unterschiede in der Häufigkeit der Berichterstattung über die drei
+                     Kategorien, wie in <ref type="graphic" target="#abb02">Abbildung 2</ref>
+                     dargestellt. Die Kategorie ›Gesellschaft‹ nimmt bei allen Zeitungen einen
+                     wesentlichen Anteil ein. Für <bibl>
+                        <title type="desc">Der Falter</title>
+                     </bibl> und <bibl>
+                        <title type="desc">Die Kronen Zeitung</title>
+                     </bibl> sind sogar mehr als die Hälfte aller Klimaschutzartikel dieser
+                     Kategorie zugeordnet. Bei einem Großteil der Zeitungen ist ein wesentlich
+                     ausgeglicheneres Verhältnis zwischen ›Gesellschaft‹ und ›Politik‹ zu sehen,
+                     wobei für die Zeitungen <bibl>
+                        <title type="desc">Die Presse</title></bibl>,
+                     <bibl>
+                        <title type="desc">Der Standard</title></bibl>,
+                     <bibl>
+                        <title type="desc">Profil</title>
+                     </bibl> und <bibl>
+                        <title type="desc">Wiener Zeitung</title>
+                     </bibl> sich die Reihenfolge umkehrt und Politik stärker vertreten ist. Der
+                     Anteil zu ›Wirtschaft‹ liegt bei allen Zeitungen bei 20&#160;%, mit Schwankungen von
+                     -4&#160;% bis +4.4&#160;%.</p>
+                  <figure>
+                     <graphic xml:id="abb02" url="Medien/klimaschutz_002.png">
+                        <desc>
+                           <ref type="graphic" target="#abb2">Abb.&#160;2</ref>: Dimensionen des
+                           Diskurses im Vergleich: Präsenz der Kategorien ›Gesellschaft‹, ›Politik‹
+                           und ›Wirtschaft‹ auf Basis der 16 Topics und entsprechender Anzahl an
+                           Artikeln über den gesamten Zeitraum 2002–2021. Die Zeitungen sind
+                           alphabetisch geordnet. [Raven Adam / Marie Lisa Kogler / Martina Scholger
+                           2023] </desc>
+                     </graphic>
+                  </figure>
+               </div>
+               <div type="subchapter">
+                  <head>4.2 Stimmungsbilder zu Topics und Zeitungen </head>
+                  <p>Die Analyse der Stimmungsbilder der verschiedenen Topics (vgl. <ref type="graphic" target="#abb03">Abbildung 3</ref>) zeigt, dass die Polarität
+                     der meisten Topics negativ ist (Mittelwert: M&#160;=&#160;-0,05, Standardabweichung: SD =
+                     0,16). Diese Tendenz ist besonders stark bei ›Betrachtungen‹ (M&#160;=&#160;-0,13, SD =
+                     0,21) ausgeprägt, wobei hier ebenfalls die größte Streuung der Polarität
+                     gegeben ist. Hinsichtlich der Rolle der Polarität in der Berichterstattung über
+                     den Klimaschutz ist festzustellen, dass vier der fünf prominentesten Topics
+                     überdurchschnittlich negativ dargestellt werden: <list type="unordered">
+                        <item>›Soziale Werte‹: M&#160;=&#160;-0,07, SD&#160;=&#160;0,19</item>
+                        <item>›Innenpolitik‹: M&#160;=&#160;-0,07, SD&#160;=&#160;0,18</item>
+                        <item>›Investitionen‹: M&#160;=&#160;-0,06, SD&#160;=&#160;0,15</item>
+                        <item>›Außenpolitik‹: M&#160;=&#160;-0,06, SD&#160;=&#160;0,13</item></list>
+                        Vergleichsweise neutrale, im Median auch positive, Topics sind:
+                        <list type="unordered"><item>›Landwirtschaft‹: M&#160;=&#160;-0,02, SD&#160;=&#160;0,14</item>
+                        <item>›Wohnbau‹: M&#160;=&#160;0, SD&#160;=&#160;0,15</item>
+                        <item>›Nachhaltigkeit‹: M&#160;=&#160;0, SD&#160;=&#160;0,13</item>
+                     </list>
+                  </p>
+                  <p>Deren zugeordnete Artikel umfassen an vielen Stellen konkrete
+                     Klimaschutzmaßnahmen und sind entsprechend lösungsorientiert und konstruktiv
+                     ausgerichtet. </p>
+                  <p>Die Bandbreite der Stimmungsbilder einzelner Artikel liegt zwischen -0,75 bis
+                     +0,75 (Gesamtbereich [-1,1]). Da Zeitungen generell einen moderaten und wenig
+                     emotionalisierten Stil haben, gerade im Vergleich zu anderen Datenquellen wie
+                     sozialen Netzwerken, liegen die meisten Artikel in der Nähe neutraler
+                        Polaritätswerte.<note type="footnote">Vgl. <ref type="bibliography" target="#shapiro_news_sentiment_2022">Shapiro et&#160;al. 2022</ref>.
+                     </note> Daher sind auch kleine Abweichungen und Unterschiede zu beachten, die
+                     bei einem ausgewogenen Berichtsstil bereits auffällig sind.</p>
+                  <figure>
+                     <graphic xml:id="abb03" url="Medien/klimaschutz_003.png">
+                        <desc>
+                           <ref type="graphic" target="#abb3">Abb.&#160;3</ref>: Stimmungsbilder
+                           verschiedener Topics: Ergebnisse der Sentiment-Analyse (Boxplot inkl.
+                           Mittelwert (kurze Linie) und Median (einfache Linie) sowie der
+                           Gesamtmittelwert (gestrichelte Linie) und die Nulllinie (durchgehende
+                           Linie)) der Artikel aufgeteilt nach Topics und sortiert nach Polarität.
+                           [Raven Adam / Marie Lisa Kogler / Martina Scholger 2023] </desc>
+                     </graphic>
+                  </figure>
+                  <p>Bei der Bewertung der Stimmungsbilder zwischen den Zeitungen zeigen sich
+                     deutliche Unterschiede (vgl. <ref type="graphic" target="#abb04">Abbildung
+                        4</ref>). Im Mittel berichtet keine der Zeitungen positiv über Klimaschutz,
+                     wobei die Zeitung <bibl>
+                        <title type="desc">Der Falter</title>
+                     </bibl> (M=-0,09, SD&#160;=&#160;0,16) das negativste Stimmungsbild verbreitet. Die
+                     auflagenstärkste Zeitung <bibl>
+                        <title type="desc">Die Kronen Zeitung</title>
+                     </bibl> (M=-0,05, SD=0,20) liegt in den Top 3 der am wenigsten negativen
+                     Berichterstattungen, zeigt jedoch auch die größte Schwankungsbreite. Bei den
+                     Zeitungen <bibl>
+                        <title type="desc">Der Standard</title>
+                     </bibl> (M=-0,06, SD=0,15) und <bibl>
+                        <title type="desc">Die Presse</title>
+                     </bibl> (M=-0,06, SD=0,16) liegen Mittelwert und Standardabweichung in der
+                     Polarität eng beieinander.</p>
+                  <figure>
+                     <graphic xml:id="abb04" url="Medien/klimaschutz_004.png">
+                        <desc>
+                           <ref type="graphic" target="#abb4">Abb.&#160;4</ref>: Stimmungsbilder
+                           verschiedener Zeitungen: Ergebnisse der Sentiment-Analyse (Boxplot inkl.
+                           Mittelwert (kurze Linie) und Median (einfache Linie) sowie der
+                           Gesamtmittelwert (gestrichelte Linie) und die Nulllinie (durchgehende
+                           Linie)) der Artikel aufgeteilt nach Zeitungen und sortiert nach
+                           Polarität. [Raven Adam / Marie Lisa Kogler / Martina Scholger 2023]
+                        </desc>
+                     </graphic>
+                  </figure>
+               </div>
+               <div type="subchapter">
+                  <head>4.3 Zunahme und Abnahme der Medienaufmerksamkeit zum Klimaschutz</head>
+                  <p>Der relative Anteil <formula>A<hi rend="sub">T,Y</hi></formula> der jährlichen Artikelanzahl pro
+                     Haupttopic ist in <ref type="graphic" target="#abb05">Abbildung 5</ref>
+                     gezeigt. Dieser wird über <formula>A<hi rend="sub">T,Y</hi> = N<hi rend="sub">T,Y</hi> / N<hi rend="sub">T</hi></formula> bestimmt, 
+                     wobei <formula>N<hi rend="sub">T,Y</hi></formula> die Anzahl aller 
+                     Artikel eines Topics innerhalb eines bestimmten Jahres und <formula>N<hi rend="sub">T</hi></formula> die Summe aller Artikel 
+                     dieses Topics sind. Beispielsweise sind daher für das Topic ›Emissionen‹ 13,4 % aller Artikel, 
+                     die diesem Topic zugewiesen werden, im Jahr 2021 erschienen.  Dabei gibt diese Darstellung an, 
+                     in welchen Jahren der prozentuale
+                     Anteil an Artikeln eines Topics besonders hoch war, um so langfristige Trends
+                     innerhalb jedes Topics analysieren zu können. Topics mit Spitzenwerten in
+                     länger zurückliegenden Jahren sind ›Außenpolitik‹ (2009: 14&#160;%) und
+                     ›Verkehr‹ (2007: 18&#160;%). Ebenfalls verzeichnen ›EU‹, ›Emissionen‹ und
+                     ›Förderungen‹ einen markanten Anstieg über 10&#160;%, für andere Topics findet
+                     sich ein kleiner oder kein signifikanter Anstieg in diesem Zeitraum. Die
+                     meisten Topics sind insbesondere seit 2016 gewachsen, wobei im letzten Jahr des
+                     Analysezeitraums Spitzenwerte bei diesen Topics gefunden wurden: <list
+                        type="unordered">
+                        <item>Emissionen 2021: 13,4&#160;%</item>
+                        <item>Energie 2021: 19,6&#160;%</item>
+                        <item>Förderungen 2021: 24,1&#160;%</item>
+                        <item>Klimawandel 2021: 16,4&#160;%</item>
+                        <item>Landwirtschaft 2021: 20,9&#160;%</item>
+                        <item>Betrachtungen 2021: 28,4&#160;%</item>
+                        <item>Nachhaltigkeit 2021: 29,1&#160;%</item>
+                        <item>USA 2021: 19,9&#160;%</item>
+                        <item>Investitionen 2021: 20,6&#160;%</item>
+                        <item>Wohnbau 2021: 16,1&#160;% </item>
+                     </list></p>
+                  <p>Die Berichterstattung zu ›Aktivismus‹ zeigt einen prominenten Spitzenwert
+                     (2019: 31,8&#160;%) der in Korrelation mit der Zunahme der Topic-Term-Häufigkeit der
+                     schwedischen Klimaschutzaktivistin Greta Thunberg steht.
+                     ›Innenpolitik‹ (2019: 29,1&#160;%) und ›Betrachtungen‹ (2019: 12,8&#160;%) haben ihren
+                     Spitzenwert in Zusammenhang mit der Regierungsbildung der Schwarz-Grünen
+                     Bundesregierung unter dem damaligen Bundeskanzler Sebastian Kurz.</p>
+                  <figure>
+                     <graphic xml:id="abb05" url="Medien/klimaschutz_005.png">
+                        <desc>
+                           <ref type="graphic" target="#abb5">Abb.&#160;5</ref>: Anteile der Topics im
+                           zeitlichen Verlauf: Anteil aller Artikel eines Topics, die diesem in
+                           einem bestimmten Jahr zugeordnet werden (alphabetisch geordnet).
+                           Hintergründe zu den Topic Labels siehe <ref type="intern" target="#tab02">Tabelle 2</ref>. [Raven Adam / Marie Lisa Kogler / Martina Scholger
+                           2023] </desc>
+                     </graphic>
+                  </figure>
+                  <p>Die Medienaufmerksamkeit (vgl. Mittelwerte über den Gesamtzeitraum in <ref type="intern" target="#tab02">Tabelle 2</ref>) variiert besonders in zwei
+                     Zeitabschnitten: 2007 bis 2009 gibt es eine temporäre Erhöhung sowie seit
+                     2016, mit einem zusätzlich verstärkten Anstieg während der Corona-Krise in
+                     2021, (vgl. <ref type="graphic" target="#abb06">Abbildung 6</ref>). Die
+                     stärksten Anstiege zu diesen beiden Zeitabschnitten verzeichnet die Zeitung <bibl>
+                        <title type="desc">Profil</title>
+                     </bibl> (2007: 0,56&#160;%, 2021: 3,0&#160;%), gefolgt von <bibl>
+                        <title type="desc">Der Standard</title>
+                     </bibl> (2007: 0,71&#160;%, 2021: 2&#160;%) und der <bibl>
+                        <title type="desc">Wiener Zeitung</title>
+                     </bibl> (2007: 0,41&#160;%, 2021: 2,5&#160;%). Bei <bibl>
+                        <title type="desc">Die Kronen Zeitung</title>
+                     </bibl> (2007: 0,08&#160;%, 2021: 0,19&#160;%) sind die schwächsten Anstiege zu erkennen,
+                     was auch in Zusammenhang mit dem allgemein niedrigen Anteil an
+                     Klimaschutzartikeln dieser Zeitung (vgl. <ref type="intern" target="#tab02">Tabelle 2</ref>) steht.</p>
+                  <figure>
+                     <graphic xml:id="abb06" url="Medien/klimaschutz_006.png">
+                        <desc>
+                           <ref type="graphic" target="#abb6">Abb.&#160;6</ref>: Medienrelevanz in
+                           verschiedenen Zeitungen über die Zeit: Jährlicher Prozentsatz aller
+                           veröffentlichten Artikel, die sich im Korpus ›Klimaschutz‹ befinden,
+                           aufgeteilt nach Zeitungen. [Raven Adam / Marie Lisa Kogler / Martina
+                           Scholger 2023] </desc>
+                     </graphic>
+                  </figure>
+               </div>
+               <div type="subchapter">
+                  <head>4.4 Trend-Analyse der Kategorien</head>
+                  <p>Eine Analyse der langfristigen Entwicklung der Kategorien pro Zeitung ist in
+                        <ref type="graphic" target="#abb07">Abbildung 7</ref> gezeigt. Die Analyse
+                     von Langzeittrends dient dazu, mögliche Wechsel zwischen den Kategorien
+                     auszumachen. Es zeigt sich, dass die beiden Steigerungen der Medienrelevanz von
+                     2007 sowie ab 2016 besonders stark an die beiden Kategorien ›Gesellschaft‹ und
+                     ›Politik‹ gekoppelt sind. Darüber hinaus ist zu erkennen, dass der leichte
+                     Rückgang im Jahr 2020 bei vielen Zeitungen ebenfalls deutlich stärker mit
+                     diesen beiden Kategorien verknüpft ist, während der Medientrend in ›Wirtschaft‹
+                     bei sieben von neun Zeitungen in diesem Jahr stagniert oder sogar weiter
+                     ansteigt. Im Abschnitt vor 2007 ist bei acht von neun Zeitungen kein
+                     signifikanter Trend zu erkennen und die Medienrelevanz generell gering. <bibl>
+                        <title type="desc">Die Kronen Zeitung</title>
+                     </bibl> zeigt als einzige Zeitung eine konstante Dominanz der Kategorie
+                     ›Gesellschaft‹.</p>
+                  <figure>
+                     <graphic xml:id="abb07" url="Medien/klimaschutz_007.png">
+                        <desc>
+                           <ref type="graphic" target="#abb7">Abb.&#160;7</ref>: Trend der
+                           veröffentlichten Artikel verschiedener Zeitungen: Ergebnisse der
+                           Trend-Analyse der drei Kategorien (farbige Linien) und des Gesamttrends
+                           (schwarz strichlierte Linie). Für die <hi rend="italic">OÖ Nachrichten</hi> existiert vor 2008
+                           wegen fehlender Daten zwischen 2004 und 2007 kein Trend. Die Berechnung
+                           erfolgte anhand der Saison-Trend-Zerlegung mittels LOESS (locally
+                           estimated scatterplot smoothing). [Raven Adam / Marie Lisa Kogler /
+                           Martina Scholger 2023] </desc>
+                     </graphic>
+                  </figure>
+               </div>
+               <div type="subchapter">
+                  <head>4.5 Trend-Analyse der vier auflagenstärksten Zeitungen im Korpus</head>
+                  <p>
+                     <ref type="graphic" target="#abb08">Abbildung 8</ref> zeigt die zeitliche
+                     Entwicklung der Sentiment-Analyse (Polarität) für das Korpus ›Klimaschutz‹
+                     sowie der vier größten Zeitungen. Das Stimmungsbild des Korpus liegt im Mittel
+                     bei -0,05 (vgl. <ref type="graphic" target="#abb04">Abbildung 4</ref>) und
+                     zeigt einen Einbruch in 2007 und eine langsame und länger andauernde Abnahme 
+                     zwischen 2016 und 2018. Innerhalb dieser Jahre lässt sich ebenfalls eine  2016 gesteigerte
+                     Medienrelevanz feststellen. In den Folgejahren wird diese negative Sentiment-Entwicklung durch einen positiven
+                     Trend kompensiert. Die auflagenstärkste Zeitung <bibl>
+                        <title type="desc">Die Kronen Zeitung</title>
+                     </bibl> fällt mit starken Schwankungen im Stimmungsbild auf, die sich über
+                     gewisse Zeiträume aufbauen und dann wieder ins Gegenteil kippen. Die Polarität
+                     der anderen Zeitungen ist weitaus moderater, mit jeweils einer Ausnahme, mit
+                     Extremwerten der negativen Berichterstattung (<bibl>
+                        <title type="desc">Der Kurier</title>
+                     </bibl> 2007, <bibl>
+                        <title type="desc">Die Presse</title>
+                     </bibl> 2005, <bibl>
+                        <title type="desc">Der Standard</title>
+                     </bibl> 2013). <bibl>
+                        <title type="desc">Der Kurier</title>
+                     </bibl> hat von allen Zeitungen die größte Übereinstimmung mit dem mittleren
+                     Verlauf. Die beiden Zeitungen <bibl>
+                        <title type="desc">Die Presse</title>
+                     </bibl> und <bibl>
+                        <title type="desc">Der Standard</title>
+                     </bibl> zeigen in vielen Phasen gegenläufige Trends: So ist im Zeitraum 2003
+                     bis 2005 die Polarität von <bibl>
+                        <title type="desc">Der Standard</title>
+                     </bibl> deutlich höher, was sich in 2006 umkehrt. Mitte 2008 bis Mitte 2011 ist <bibl>
+                        <title type="desc">Der Standard</title>
+                     </bibl> wiederum deutlich weniger negativ, was sich erneut bis 2016 umkehrt. </p>
+                  <p>Neben den Unterschieden der Polarität in den einzelnen Zeitungen gibt es auch
+                     zwei Phasen, in denen sich die Stimmungsbilder auffällig angleichen. Diese sind
+                     mit den Zunahmen der Medienrelevanz im Jahre 2007 und 2016 gekoppelt. Dabei
+                     sehen wir, dass die Trends der Zeitungen weit weniger Abweichungen zueinander
+                     zeigen und sich auch an den Gesamttrend angleichen. Da die Datenmenge für diese
+                     Zeiträume erheblich zugenommen hat, ist dies entsprechend zu erwarten. Ein
+                     ähnliches Verhalten zeigt sich ebenfalls im Trend der Standardabweichung. Seit
+                     2016 hat sich auch diese für fast alle Zeitungen an den Gesamttrend angepasst,
+                     nur <bibl>
+                        <title type="desc">Die Kronen Zeitung</title>
+                     </bibl> weist eine größere Variabilität auf. Schwankungen innerhalb der
+                     einzelnen Standardabweichungen sind für diesen Zeitraum ebenfalls geringer
+                     geworden. Es ist daher festzuhalten, dass diese Kohärenz insbesondere mit der
+                     Abbildung einer höheren Ausgewogenheit der Meinungsvielfalt der
+                     Klimaschutzberichterstattung zusammenhängt.</p>
+                  <figure>
+                     <graphic xml:id="abb08" url="Medien/klimaschutz_008.png">
+                        <desc>
+                           <ref type="graphic" target="#abb8">Abb.&#160;8</ref>: Trend der mittleren
+                           Polarität (oben) und der Standardabweichung (unten) von verschiedenen
+                           Zeitungen: Ergebnisse der Trend-Analyse der Standardabweichung und des
+                           Mittelwerts der Polarität der vier größten Zeitungen im Korpus (farbige
+                           Kurven) und der Summe aller Zeitungen (schwarz strichlierte Kurve) sowie
+                           der Mittelwert über den gesamten Zeitraum (schwarz strichlierte Linie)
+                           und Nulllinie (schwarze Linie). Die Berechnung erfolgte anhand der
+                           Saison-Trend-Zerlegung mittels LOESS. [Raven Adam / Marie Lisa Kogler /
+                           Martina Scholger 2023] </desc>
+                     </graphic>
+                  </figure>
+               </div>
+            </div>
+            <div type="chapter">
+               <head>5. Diskussion</head>
+               <p>Insgesamt ist die mediale Berichterstattung über den Klimaschutz in den letzten
+                  Jahren intensiver und differenzierter geworden: Die Langzeitanalyse der
+                  österreichischen Medienlandschaft zeigt, dass seit 2016 ein enormer Anstieg in der
+                  Berichterstattung stattgefunden und auch die Gewichtung von kleineren
+                  Themengebieten im Bereich Politik (z. B. EU- und USA-Politik) und Wirtschaft
+                  (z. B. Energiewende, Landwirtschaft, Stadtplanung, Wohnbau) zugenommen hat.
+                  Darüber hinaus ist der gesellschaftliche Diskurs in Bezug auf philosophische und
+                  gesellschaftliche Betrachtungen sowie soziale Werte und Emotionen zum Klimawandel
+                  deutlich gestiegen. Dieser Trend wird in Zusammenhang mit einer Erhöhung des
+                  Bewusstseins für Klimawandel und seine Auswirkungen auf die Umwelt und die
+                  Gesellschaft gebracht.<note type="footnote">Vgl. <ref type="bibliography" target="#baiardi_morana_climate_2021">Baiardi / Morana 2021</ref>; <ref type="bibliography" target="#boykoff_pearman_media_2019">Boykoff / Pearman
+                        2019</ref>; <ref type="bibliography" target="#hoggett_hg_climate_psychology_2019">Hoggett 2019</ref>; <ref type="bibliography" target="#overgaard_consequences_2021">Overgaard
+                        2021</ref>. </note>
+               </p>
+               <p>Es konnte keine signifikante Korrelation der Klimaschutzberichterstattung zu
+                  Naturereignissen wie Hitzewellen und Wetterextreme, für welche im Vergleich die
+                  Klimawandelberichterstattung bekannt ist,<note type="footnote">Vgl. <ref type="bibliography" target="#barkemeyer_media_2017">Barkemeyer et&#160;al.
+                        2017</ref>; <ref type="bibliography" target="#boudet_attribution_2020">Boudet et&#160;al. 2020</ref>; <ref type="bibliography" target="#pianta_sisco_topic_2020">Pianta / Sisco 2020</ref>. </note>
+                  gefunden werden. Auch anlassbezogene Anstiege in der Medienberichterstattung über
+                  den Klimaschutz sind im Hinblick auf Analysen zum Klimawandel<note type="footnote">Vgl. <ref type="bibliography" target="#oonk_world-newspaper_coverage_2023"> Oonk et&#160;al. 2023</ref>.
+                  </note> weitaus moderater und weniger abrupt.</p>
+               <p>In Bezug auf gesellschaftliche, politische und wirtschaftliche Ereignisse wurden
+                  langfristige Steigerungen in der Medienaufmerksamkeit für die Jahre 2007 bis 2009
+                  sowie seit 2016 gefunden. Erwähnenswerte Anlässe für den Zeitraum 2007 bis 2009
+                  sind u.&#160;a. der IPCC Report 2007,<note type="footnote">Vgl. <ref type="bibliography" target="#writing_team_panel_2007">Core Writing
+                        Team et&#160;al. 2007</ref>. </note> die UN-Klimakonferenz 2007,<note type="footnote">Vgl. <ref type="bibliography" target="#christoff_bali_2008">Christoff 2008</ref>. </note> die Österreichische Klimastrategie 2007,<note type="footnote">Vgl. <ref type="bibliography" target="#blfuw_anpassung_2007">Bundesministerium für Land- und Forstwirtschaft, Umwelt
+                     und Wasserwirtschaft (Hg.) 2007</ref>. </note> die Gründung des Klima- und
+                  Energiefonds in Österreich 2007,<note type="footnote">Vgl. <ref type="bibliography" target="#blfuw_mobilitaetswende_2023">Bundesministerium für
+                     Land- und Forstwirtschaft, Umwelt und Wasserwirtschaft (Hg.) 2023</ref>.</note> die
+                  Weltwirtschaftskrise 2007,<note type="footnote">Vgl. <ref type="bibliography" target="#kotz_crisis_2009">Kotz 2009</ref>. </note> die Einigung der EU auf
+                  ›20-20-20-Ziele‹ 2008,<note type="footnote">Vgl. <ref type="bibliography" target="#cec_hg_proposal_2008">Commission of the European
+                     Communities (Hg.) 2008</ref>.</note> die
+                  UN-Konferenz 2009<note type="footnote">Vgl. <ref type="bibliography" target="#bodansky_copenhagen_2010">Bodansky 2010</ref>. </note> und der
+                  ›Climategate‹-Skandal 2009,<note type="footnote">Vgl. <ref type="bibliography" target="#leiserowitz_climategate_2013">Leiserowitz et&#160;al. 2013</ref>.
+                  </note> welche sich auch durch Worthäufigkeiten in den entsprechenden Topics
+                  widerspiegeln. Der langjährige Rückgang in der Klimadebatte nach 2009 wird in der
+                  Literatur mit den enttäuschten Erwartungen der UN-Klimakonferenz in Kopenhagen in
+                  Verbindung gebracht.<note type="footnote">Vgl. <ref type="bibliography" target="#brueggemann_engesser_balance_2017">Brüggemann / Engesser
+                     2017</ref>; <ref type="bibliography" target="#schmidt_media_2013">Schmidt
+                        et&#160;al. 2013</ref>. </note> Anlässe für Steigerungen seit 2016 sind u. a. das
+                  Inkrafttreten des Pariser Klimaschutzabkommens 2016<note type="footnote">Vgl.
+                        <ref type="bibliography" target="#falkner_paris_2016">Falkner 2016</ref>.
+                  </note> und die Ankündigung des amerikanischen Präsidenten Donald Trump aus diesem
+                  auszutreten 2017,<note type="footnote">Vgl. <ref type="bibliography" target="#zhang_withdrawl_2017">Zhang et&#160;al. 2017</ref>. </note> die
+                  Vorstellung des ›Green Deals‹ der EU 2019<note type="footnote">Vgl. <ref type="bibliography" target="#fetting_green_deal_2020">Fetting 2020</ref>.
+                  </note> als auch die bereits erwähnte Zunahme des gesellschaftlichen Bewusstseins
+                  für den Klimawandel.</p>
+               <p>Die Auswirkungen globaler Krisen spiegeln sich auch in der
+                  Klimaschutzberichterstattung wider. Die Weltwirtschaftskrise, die direkt in die
+                  Eurokrise überging, ähnlich wie die Corona-Krise, dominierten die allgemeine
+                  Berichterstattung für längere Zeiträume.<note type="footnote">Vgl. <ref type="bibliography" target="#kunelius_roosvall_media_2021">Kunelius / Roosvall 2021</ref>; <ref type="bibliography" target="#lyytimaeki_climate_policy_2011">Lyytimäki 2011</ref>. </note> Dabei
+                  zeigt sich in beiden Fällen ein signifikanter Anstieg des Topic-Terms ›Krise‹,
+                  insbesondere für Themen in Bezug zu Investitionen. </p>
+               <p>Aufgrund der starken Verknüpfung des Klimaschutzes mit Innenpolitik, welches das
+                  zweitgrößte Themengebiet darstellt, ist eine hohe Regionalität der Debatte zu
+                  beobachten, die sich sogar in gewissem Maße vom gesamten deutschsprachigen Raum
+                  abkoppelt. Dies wird auch durch die anlassbezogene Berichterstattung über
+                  nationale Maßnahmen und entsprechende jahresbezogene Zunahmen der Worthäufigkeiten
+                  bestätigt. </p>
+               <p>Eine Analyse der Stimmungsbilder zeigt, dass vier der fünf prominentesten
+                  Themengebiete rund um den Klimaschutz von den Medien als überdurchschnittlich
+                  negativ dargestellt werden. Entsprechend zeigt sich im zeitlichen Verlauf, dass
+                  dieser negative Grundtenor nur selten aufgelöst wird. Ein dazu wichtiger Aspekt
+                  ist die große Anzahl an meinungsbetonten Artikelformaten. Dazu gehören emotionale
+                  Assoziationen mit Klimaängsten und -hoffnungen ebenso wie allgemeine
+                  gesellschaftliche Wertediskurse und eine Vielfalt von pessimistischen bis
+                  optimistischen Zukunftsbildern und historischen Rückblicken. Dieser Aspekt der
+                  Berichterstattung steht im Gegensatz zur informationsbetonten, neutralen
+                  Berichterstattung über konkrete Maßnahmen zum Klimaschutz wie Wohnbau,
+                  Stadtplanung, Landwirtschaft und nachhaltiger Wirtschaft. Ein überraschend
+                  geringer Teil an Artikeln widmet sich den Bereichen Aktivismus, Mobilität und
+                  Landwirtschaft als Hauptthema. ›Aktivismus‹ zeigt jedoch in Korrelation zu den
+                  Terms ›Greta Thunberg‹ und ›Fridays4Future‹ in 2019 einen signifikanten Anstieg
+                  und ist in anderen Jahren an vielen Stellen als Nebenthema eingebettet. Diese
+                  lösungsorientierte und auf Hoffnung basierende Berichterstattung wird in Bezug auf
+                     <quote>konstruktiven Journalismus</quote><note type="footnote"><ref type="bibliography" target="#overgaard_consequences_2021">Overgaard
+                        2021</ref>. </note> als wichtiger Hebel beschrieben, um epidemischen
+                  Gefühlen der Verzweiflung entgegenzuwirken, und kann ein höheres Maß an positivem
+                  Affekt, Selbstwirksamkeit und wahrgenommener Glaubwürdigkeit der Nachrichten
+                  fördern.</p>
+               <p>Einige Erkenntnisse der Analyse lassen sich in Zusammenhang mit den jeweiligen
+                  politischen Ausrichtungen der unterschiedlichen Zeitungen deuten.<note type="footnote"><ref target="https://www.eurotopics.net/de/142186/medien?search=&amp;country=146429&amp;language=0&amp;art=0&amp;circulation=0&amp;typ=2">Übersicht der österreichischen Medienlandschaft</ref>, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für
+                     politische Bildung 2023</ref>.</note> Generell konnten für einzelne Zeitungen keine
+                  größeren Verschiebungen in der Darstellung der gesellschaftlichen, politischen und
+                  wirtschaftlichen Dimensionen des Diskurses nachgewiesen werden, und es kann von
+                  einer gewissen Linientreue der Zeitungen gegenüber dem Thema Klimaschutz
+                  ausgegangen werden. Die ›Qualitätszeitungen‹ <bibl>
+                     <title type="desc">Die Presse</title></bibl>,
+                  <bibl>
+                     <title type="desc">Profil</title>
+                  </bibl> und <bibl>
+                     <title type="desc">Der Standard</title>
+                  </bibl> zeigen ein relativ ausbalanciertes Verhältnis der gesellschaftlichen,
+                  politischen und wirtschaftlichen Dimensionen zum Klimaschutz, wobei die
+                  wirtschaftliche Dimension bei allen am wenigsten zu Tragen kommt. <bibl>
+                     <title type="desc">Die Wiener Zeitung</title></bibl> zeigt erwartungsgemäß eine starke Präsenz der
+                  politischen Dimension zum Klimaschutz. </p>
+               <p>Bezüglich der Stimmungsbilder fällt die auflagenstärkste Zeitung, <bibl>
+                  <title type="desc">Die Kronen Zeitung</title></bibl>,
+                  durch starke Schwankungen der Polarität auf, sodass unterschiedliche
+                  Phasen in der jahrelangen Berichterstattung deutlich sichtbar sind. Da die Zeitung
+                  als Boulevardblatt bekannt ist, das je nach Anlass unterschiedliche, oft
+                  rechtspopulistische Positionen vertritt,<note type="footnote"><ref target="https://www.eurotopics.net/de/148614/kronen-zeitung">Eurotopics
+                        Kronen Zeitung</ref>, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für politische Bildung 2023</ref>. </note>
+                  sehen wir darin einen Hinweis, dass auch zum Thema Klimaschutz in regelmäßigen
+                  Abständen Kampagnen inszeniert werden könnten. Außerdem zeigt die beinahe konstant
+                  geringe Medienrelevanz des Klimaschutzes in <bibl>
+                     <title type="desc">Die Kronen Zeitung</title></bibl>,
+                  dass dieses Thema, trotz des steigenden Klima-Bewusstseins der
+                  Bevölkerung, kaum zusätzliche Aufmerksamkeit von diesem Medium erhält. </p>
+               <p>Auch auffallend sind die gegenläufigen Trends von <bibl>
+                     <title type="desc">Der Standard</title>
+                  </bibl> und <bibl>
+                     <title type="desc">Die Presse</title></bibl>,
+                  welche im Kontext der Blattlinien der beiden Zeitungen –
+                     links-liberal<note type="footnote"><ref target="https://www.eurotopics.net/de/148488/der-standard">Eurotopics Der
+                        Standard, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für politische Bildung 2023</ref>.</ref>
+                  </note> sowie bürgerlich-konservativ und wirtschaftsliberal<note type="footnote"><ref target="https://www.eurotopics.net/de/148502/die-presse">Eurotopics Die
+                        Presse</ref>, <ref type="bibliography" target="#bzpb_eurotopics_2023">Bundeszentrale für politische Bildung 2023</ref>. </note> –
+                  diskutiert werden könnten. Dadurch, dass Klimaschutz eine ideologische Konnotation
+                  hat, ist die Aufbereitung des Themas entsprechend unterschiedlich. Die auffallende
+                  Gegenläufigkeit in der Berichterstattung wird in weiterer Folge entsprechend
+                  mittels qualitativer Analysemethoden näher analysiert werden, um hier eine Klärung
+                  der genaueren Hintergründe zu ermöglichen. Gleiches gilt für die hohe
+                  Ãœbereinstimmung zwischen dem Trend der Zeitung <bibl>
+                     <title type="desc">Der Kurier</title>
+                  </bibl> und dem Gesamttrend aller Zeitungen. Auch hier ist eine nähere Analyse, ob
+                  die Positionierung des Kuriers als Hybridform aus Boulevard- und
+                     Qualitätszeitung<note type="footnote">Vgl. <ref type="bibliography" target="#mpadanes_media_report_2019">Mpadanes et&#160;al.
+                     2019</ref>.</note> damit in Zusammenhang steht, sinnvoll.</p>
+               <p>Die ausgeprägte Angleichung der Polarität sowohl im Mittelwert als auch in der
+                  Standardabweichung der Zeitungen zum Gesamttrend seit 2017 kann als Indiz dafür
+                  verstanden werden, dass die Darstellung des Klimaschutzes nun weniger von der
+                  jeweiligen Blattlinie abhängt und ein ausgeglicheneres Bild präsentiert wird. Hier
+                  würde sich für zukünftige Untersuchungen eine qualitative Inhaltsanalyse anbieten,
+                  um die Gründe für dieses Verhalten konkret zu bestimmen.</p>
+               <p>Wie <ref type="intern" target="#tab01">Tabelle 1</ref>
+                  zeigt, ist die Schnittmenge der Artikel, die sowohl ›Klimaschutz‹ als auch
+                  ›Klimawandel‹ thematisieren, gering. Aufgrund des gemeinsamen Hintergrundes der
+                  beiden Korpora, ist es dennochsinnvoll, die Ergebnisse der hier dargestellten
+                  Analyse zum Klimaschutz mit der bisherigen Forschung zur medialen Darstellung des
+                  Klimawandels zu vergleichen. So zeigt sich beispielsweise in einer vergleichenden
+                  Studie zur Berichterstattung im globalen Norden und im globalen Süden von Hase et
+                  al.,<note type="footnote">Vgl.<ref type="bibliography" target="#hase_climate_change_2021">Hase et al. 2021</ref>.</note> 
+                  dass die Kategorie ›Gesellschaft‹ ebenfalls
+                  einen deutlichen Anteil der Berichterstattung zum Klimawandel einnimmt. Der
+                  globale Süden konzentriert sich in dieser Kategorie stark auf die Auswirkungen des
+                  Klimawandels auf den Menschen, während dieser Aspekt im globalen Norden im
+                  Allgemeineneine eine geringe Rolle spielt.<note type="footnote">Hier spielt auch
+                     die Gefährdung durch den Klimawandel eine wichtige Rolle, vgl. <ref type="bibliography"
+                        target="#vu_global_phenomenon_2019">Vu et al. 2019</ref> und <ref type="bibliography" target="#mcallister_voices_2024">McAllister et al. 2024</ref>. 
+                     In Dänemark werden daher Auswirkungen vergleichsweise
+                     stark thematisiert, vgl. <ref type="bibliography" target="#meier_tpoic_modeling_2024">Meier / Eskjær 2024</ref>.</note>
+                  Diese Ausprägung des globalen Nordens spiegelt sich ebenfalls in 
+                     <ref type="intern" target="#tab03">Tabelle 3</ref> wider.
+                     Auch die zeitliche Entwicklung dieser Kategorie wird zum
+                     Beispiel von Ejaz et al.<note type="footnote">Vgl. <ref type="bibliography" target="#ejaz_politics_2023">Ejaz et al. 2023</ref>.</note>
+                     für pakistanische Zeitungen oder von Keller et al.<note type="footnote"><ref target="#keller_news_media_2020">Keller et al. 2020</ref>.</note>
+                     für indische Zeitungen ähnlich dargestellt. Inden letzten Jahren hat diese
+                     Kategorie kontinuierlich an Relevanz gewonnen, ein Verhalten, das auch schon in
+                     Studien zu Deutschland und den USA angedeutet wurde.<note type="footnote">Vgl. <ref type="bibliography" target="#painter_schaefer_similarities_2018">Painter / Schäfer 2018</ref>.</note> 
+               </p>
+               <p>Im Gegensatz dazu nimmt jedoch die Kategorie ›Politik‹ in der österreichischen
+                  Berichterstattung um den Klimaschutz eine zentralere Rolle ein, insbesondere im
+                  Vergleich zu Deutschland und England.<note type="footnote">Vgl. <ref type="bibliography" target="#hase_climate_change_2021">
+                  Hase et al. 2021</ref></note>. In den meisten Studien zeigt sich außerdem,
+                  dass sich politische Themen des Klimawandels vor allem auf Klimagipfel
+                     konzentrieren.<note type="footnote">Vgl. 
+                        <ref type="bibliography" target="#bohr_climate_change_2020">Bohr 2020</ref>; 
+                        <ref type="bibliography" target="#ejaz_politics_2023">Ejaz et al. 2023</ref>; <ref type="bibliography" target="meier_topic_modeling_2024">Meier / Eskjær 2024</ref>.</note> In
+                  Österreich ist jedoch in Bezug auf den Klimaschutz die Innenpolitik der
+                  relevanteste Aspekt. </p>
+              
+            </div>
+            
+               <div type="chapter">
+                  <head>Zeitungskorpus</head>
+                  <listBibl>
+
+                     <bibl><ref target="https://www.krone.at/">Die Kronen Zeitung</ref></bibl>
+                     <bibl><ref target="https://kurier.at/">Der Kurier</ref></bibl>
+                     <bibl><ref target="https://www.nachrichten.at/">Oberösterreichische Nachrichten</ref></bibl>
+                     <bibl><ref target="https://www.sn.at/">Salzburger Nachrichten</ref></bibl>
+                     <bibl><ref target="https://www.derstandard.at/">Der Standard</ref></bibl>
+                     <bibl><ref target="https://www.diepresse.com/">Die Presse</ref></bibl>
+                     <bibl><ref target="https://www.profil.at/">Profil</ref></bibl>
+                     <bibl><ref target="https://www.falter.at/">Der Falter</ref></bibl>
+                     <bibl><ref target="https://www.wienerzeitung.at/">Wiener Zeitung</ref></bibl>
+                     <bibl>Datenbank: GBI-Genios Deutsche Wirtschaftsdatenbank GmbH</bibl>
+                  </listBibl>
+               </div>
+               <div type="bibliography">
+                  <head>Bibliografische Angaben</head>
+                  <listBibl>
+                     <bibl xml:id="adam_klimaschutz_2023">Raven Adam&#160;/ Marie Lisa Kogler /
+                        Martina Scholger: Adam Scholger Kogler&#160;– Klimaschutz. In: Herzog August
+                        Bibliothek (Hg.): Forschungsdaten. Zeitschrift für digitale
+                        Geisteswissenschaften. GitHub. 12.07.2023. Datenset. [<ref target="https://git.hab.de/forschungsdaten/zeitschrift-fuer-digitale-geisteswissenschaften/adam-scholger-kogler-klimaschutz">online</ref>]</bibl>
+             <bibl xml:id="agin_karlsson_field_2021">Sol Agin / Michael Karlsson: Mapping the 
+                        Field of Climate Change Communication 1993–2018: Geographically Biased, 
+                        Theoretically Narrow, and Methodologically Limited. In: Environmental Communication 
+                        15 (2021), H. 4, S. 431–446 DOI: 10.1080/17524032.2021.1902363 <ptr type="gbv" cRef="530278804"/>
+                     </bibl>
+             <bibl xml:id="arbeitsgemeinschaft_analyse_2024">Arbeitsgemeinschaft Media-Analysen (Hg.): 
+                        Media Analyse 2021. 2024. HTML. [<ref target="https://media-analyse.at/table/3678">online</ref>]
+                     </bibl>
+             <bibl xml:id="austria_APA-OTS_2024">Austria Presse Agentur (Hg.): APA-OTS. 2024. HTML. [<ref target="https://www.ots.at/">online</ref>] 
+                     </bibl>
+                     <bibl xml:id="baiardi_morana_climate_2021">Donatella Baiardi / Claudio Morana:
+                        Climate Change Awareness. Empirical Evidence for the European Union.
+                        In: Energy Economics 96 (2021), H. C. DOI: 10.1016/j.eneco.2021.105163 <ptr type="gbv" cRef="130618845"/>
+                     </bibl>
+                     <bibl xml:id="barkemeyer_media_2017">Ralf Barkemeyer&#160;/ Frank Figge&#160;/
+                        Andreas Hoepner&#160;/ Diane Holt&#160;/ Johannes Marcelus Kraak&#160;/ Pei-Shan Yu: Media
+                        Coverage of Climate Change. An International Comparison. In: Environment and
+                        Planning C. Politics and Space 35 (2017), H.&#160;6, S. 1029–1054. DOI:
+                        10.1177/0263774X16680818 <ptr type="gbv" cRef="893892270"/>
+                     </bibl>
+                     <bibl xml:id="berglez_journalism_2017">Peter Berglez &#160;/ Ulrika Olausson /
+                        Marts Ots: What Is Sustainable Journalism? An Introduction. In: Peter Berglez&#160;/ Ulrika Olausson&#160;/ Mart
+                        Ots (Hg.): What is
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+                        Challenges of Journalism. New York u.&#160;a. 2017, S. 11–26. DOI: 10.3726/b11462 <ptr type="gbv" cRef="894539140"/></bibl>
+                     
+                     <bibl xml:id="birjali_survey_2021">Marouane Birjali / Mohammed
+                        Kasri / Abderrahim Beni-Hssane: A Comprehensive Survey on Sentiment
+                        Analysis. Approaches, Challenges and Trends. In: Knowledge-Based Systems 226
+                        (2021). 17.08.2021. DOI: 10.1016/j.knosys.2021.107134 <ptr type="gbv" cRef="12923625X"/>
+                     </bibl>
+                     <bibl xml:id="blei_allocation_2003">David Meir Blei / Andrew Y. Ng /
+                        Michael Irwin Jordan: Latent Dirichlet Allocation. In: Journal of Machine
+                        Learning Research 3 (2003), H.&#160;4–5, S. 993–1022. PDF. [<ref target="https://www.jmlr.org/papers/volume3/blei03a/blei03a.pdf">online</ref>] <ptr type="gbv" cRef="327304472"/>
+                     </bibl>
+                     <bibl xml:id="blei_lafferty_topic_models_2006">David Meir Blei / John Lafferty:
+                        Dynamic Topic Models. In: Association for Computing Machinery (Hg.): Proceedings of the 23rd International Conference
+                        on Machine Learning. (ICML’06:
+                        Pittsburgh, 25.–29.06.2006) New York 2006, S. 113–120. DOI:
+                        10.1145/1143844.1143859</bibl>
+                     <bibl xml:id="bodansky_copenhagen_2010">Daniel Bodansky: The Copenhagen Climate
+                        Change Conference. A Postmortem. In: The American Journal of International
+                        Law 104 (2010), H.&#160;2, S. 230–240. DOI: 10.5305/amerjintelaw.104.2.0230 <ptr type="gbv" cRef="129077615"/>
+                     </bibl>
+             <bibl xml:id="bundesanstalt_buecher_2023">Bundesanstalt Statistik Österreich (Hg.): Bücher und Presse. 16.05.2023. 
+                        HTML. [<ref target="https://www.statistik.at/statistiken/bevoelkerung-und-soziales/kultur/buecher-und-presse">online</ref>]
+                     </bibl>
+                     <bibl xml:id="blfuw_anpassung_2007">Bundesministerium für Land- und Forstwirtschaft, Umwelt
+                        und Wasserwirtschaft (Hg.): Anpassung der Klimastrategie Österreichs zur Erreichung des Kyoto-Ziels
+                        2008–2013. 21.03.2007. PDF. [<ref target="https://www.sd-network.eu/pdf/quarterly%20reports/2007-09/CC_Strategy_Austria.pdf">online</ref>]  </bibl>
+                     <bibl xml:id="blfuw_mobilitaetswende_2023">Bundesministerium für Land- und
+                        Forstwirtschaft, Umwelt und Wasserwirtschaft(Hg.): Mobilitätswende. Letzter Zugriff: 18.07.2023.
+                        HTML. [<ref target="https://www.klimafonds.gv.at/themen/mobilitaetswende/">online</ref>]  </bibl>
+                     <bibl xml:id="bzpb_eurotopics_2023">Bundeszentrale für politische Bildung (Hg.): Eurotopics. Letzter
+                        Zugriff: 13.06.2023. HTML. [<ref target="https://www.eurotopics.net/de/">online</ref>] </bibl>
+                     <bibl xml:id="bohr_climate_change_2020">Jeremiah Bohr: Reporting on Climate
+                        Change. A Computational Analysis of U.S. Newspapers and Sources of Bias,
+                        1997–2017. In: Global Environmental Change 61 (2020). DOI:
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+                     </bibl>
+                     <bibl xml:id="boudet_attribution_2020">Hilary Boudet / Leanne
+                        Giordono / Chad Zanocco / Hannah Satein / Hannah Whitley: Event Attribution
+                        and Partisanship Shape Local Discussion of Climate Change after Extreme
+                        Weather. In: Nature Climate Change 10 (2020), H.&#160;1, S. 69–76. 09.12.2019.
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+                     </bibl>
+                     <bibl xml:id="bouma_information_2009">Gerolf Bouma: Normalized (Pointwise)
+                        Mutual Information in Collocation Extraction. In: Christian Chiarcos (Hg.): Von der Form zur
+                        Bedeutung. Texte automatisch verarbeiten. Proceedings of German Society for
+                        Computational Linguistics. (GSCL 2009, Potsdam,
+                        01.10.2009) Tübingen 2009, S. 31–40. <ptr type="gbv" cRef="601997174"/>
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+                     <bibl xml:id="boussalis_coan_balance_2013">Constantine Boussalis / Travis G.
+                        Coan: ›Balance as Bias‹ Revisited. Harnessing the Power of Text-Mining to
+                        Understand Media Coverage of Climate Change. Cambridge, MA 30.03.2013. PDF.
+                           [<ref target="http://www.wpsanet.org/papers/docs/boussalisandCoan.pdf">online</ref>] </bibl>
+                     <bibl xml:id="boyd-graber_topic_models_2017">Jordan Boyd-Graber / Yuening
+                        Hu / David Mimno: Applications of Topic Models. In: Foundations and Trends
+                        in Information Retrieval 11 (2017), H.&#160;2–3, S. 143–296. DOI:
+                        10.1561/1500000030 <ptr type="gbv" cRef="57689348X"/>
+                     </bibl>
+                     <bibl xml:id="boyd-graber_care_2015">Jordan Boyd-Graber / David
+                        Mimno / David Newman: Care and Feeding of Topic Models. Problems,
+                        Diagnostics, and Improvements. In: David Blei&#160;/ Elena A. Erosheva&#160;/ Stephen E.
+                        Fienberg (Hg.): Handbook of Mixed Membership Models and
+                        Their Applications. (=&#160;Chapman &amp; Hall / CRC Handbooks of Modern Statistical
+                        Methods) Boca Racon, FL 2015, S. 1–34. <ptr type="gbv" cRef="1615967907"/>
+                     </bibl>
+                     <bibl xml:id="boykoff_convergence_2007">Maxwell Boykoff: From Convergence to
+                        Contention. United States Mass Media Representations of Anthropogenic
+                        Climate Change Science. In: Transactions of the Institute of British
+                        Geographers 32 (2007), H.&#160;4, S. 477–489. 01.10.2007. DOI:
+                        10.1111/j.1475-5661.2007.00270.x <ptr type="gbv" cRef="229239471"/>
+                     </bibl>
+                     <bibl xml:id="boykoff_communications_2019">Maxwell Boykoff: Creative (Climate)
+                        Communications. Productive Pathways for Science, Policy and Society.
+                        Cambridge, NY u.&#160;a. 2019. DOI: 10.1017/9781108164047 <ptr type="gbv" cRef="1680560891"/></bibl>
+                     <bibl xml:id="boykoff_pearman_media_2019">Maxwell Boykoff / Olivia Pearman: Now
+                        or Never. How Media Coverage of the IPCC Special Report on 1.5°C Shaped
+                        Climate-Action Deadlines. In: One Earth 1 (2019), H.&#160;3, S. 285–288. DOI:
+                           <ref target="https://doi.org/10.1016/j.oneear.2019.10.026">10.1016/j.oneear.2019.10.026</ref>
+                     </bibl>
+                     <bibl xml:id="brueggemann_engesser_balance_2017">Michael Brüggemann / Sven
+                        Engesser: Beyond False Balance. How Interpretive Journalism Shapes Media
+                        Coverage of Climate Change. In: Global Environmental Change 42 (2017),
+                        S. 58–67. DOI: 10.1016/j.gloenvcha.2016.11.004 <ptr type="gbv" cRef="520197135"/>
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+                     <bibl xml:id="brueggemann_klimawandel_2018">Michael Brüggemann / Irene
+                        Neverla / Imke Hoppe / Stefanie Walter: Klimawandel in den Medien. In:
+                        Hamburger Klimabericht. Wissen über Klima, Klimawandel und Auswirkungen in
+                        Hamburg und Norddeutschland. Berlin u. a. 2018, S. 243–254. DOI: <ref target="https://doi.org/10.1007/978-3-662-55379-4_12">10.1007/978-3-662-55379-4_12</ref>
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+                     <bibl xml:id="busch_judick_climate_change_2021">Timo Busch / Lena Judick:
+                        Climate Change&#160;– That Is Not Real! A Comparative Analysis of Climate-Sceptic
+                        Think Tanks in the USA and Germany. In: Climatic Change 164 (2021), H.&#160;18,
+                        S. 1–24. 24.01.2021. PDF. DOI: <ref target="https://doi.org/10.1007/s10584-021-02962-z">10.1007/s10584-021-02962-z</ref>
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+                     <bibl xml:id="cann_raymond_climate_denialism_2018">Heather W. Cann / Leigh
+                        Raymond: Does Climate Denialism Still Matter? The Prevalence of Alternative
+                        Frames in Opposition to Climate Policy. In: Environmental Politics 27
+                        (2018), H.&#160;3, S. 433–454. 21.02.2018. DOI: 10.1080/09644016.2018.1439353
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+                     <bibl xml:id="chinn_politiciziation_2020">Sedona Chinn / P. Sol
+                        Hart / Stuart Soroka: Politicization and Polarization in Climate Change News
+                        Content, 1985–2017. In: Science Communication 42 (2020), H.&#160;1, S. 112–129.
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+                        Change, COP 13 and Beyond. In: Environmental Politics 17 (2008), H.&#160;3,
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+           <bibl xml:id="comfort_park_field_2018">Suzannah Comfort / Young Eun Park:  On the Field of 
+                        Environmental Communication: A Systematic Review of the Peer-Reviewed Literature. In: Environmental 
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+                     <bibl xml:id="cec_hg_proposal_2008">Commission of the European
+                        Communities (Hg.): Proposal for a Decision of the European
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+                        Greenhouse Gas Emissions to Meet the Community’s Greenhouse Gas Emission
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+                     </bibl>
+                     <bibl xml:id="del_gobbo_topics_2021">Emiliano del Gobbo / Sara
+                        Fontanella / Annalina Sarra / Lara Fontanella: Emerging Topics in Brexit
+                        Debate on Twitter Around the Deadlines. A Probabilistic Topic Modelling
+                        Approach. In: Social Indicators Research 156 (2021), H.&#160;2–3, S. 669–688.
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+                       Climate Change Literature. In: Sustainability (Switzerland) 14 (2022), H.&#160;3, S. 1–16. DOI: <ref target="https://doi.org/10.3390/su14031404">10.3390/su14031404</ref>
+                     </bibl>
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+                     </bibl>
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+                        on Climate Change. A Sentiment Analysis Approach. In: GEMA Online Journal of
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+                     </bibl>
+                     <bibl xml:id="toernberg_toernberg_muslims_2016">Anton Törnberg / Petter
+                        Törnberg: Muslims in Social Media Discourse. Combining Topic Modeling and
+                        Critical Discourse Analysis. In: Discourse, Context and Media 13 (2016),
+                        S. 132–142. DOI: <ref target="https://doi.org/10.1016/j.dcm.2016.04.003">10.1016/j.dcm.2016.04.003</ref>
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+                        Change Reporting in Business Media. Longitudinal Analysis of a Business
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+                     </bibl>
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+                        Shazeer / Niki Parmar / Jakob Uszkoreit / Llion Jones / Aidan N.
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+                        Information Processing Systems Foundation (Hg.): 
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+                        Review of Topic Modeling Methods. In: Information Systems 94 (2020). DOI:
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+                        Vinh Tran: Nationalizing a Global Phenomenon. A Study of How the Press in 45
+                        Countries and Territories Portrays Climate Change. In: Global Environmental
+                        Change 58 (2019). DOI: <ref target="https://doi.org/10.1016/j.gloenvcha.2019.101942">10.1016/j.gloenvcha.2019.101942</ref>
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+                     <bibl xml:id="wartena_morphology_2019">Christian Wartena: A Probabilistic
+                        Morphology Model for German Lemmatization. In: German Society for
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+                        09.–11.11.2019) Erlangen 2019, S. 40–49. 12.12.2019. DOI: <ref target="https://doi.org/10.25968/opus-1527">10.25968/opus-1527</ref>
+                     </bibl>
+                     <bibl xml:id="wartena_hanover_2023">Christian Wartena: The Hanover Tagger
+                        (Version 1.1.0). Lemmatization, Morphological Analysis and POS Tagging in
+                        Python. Hannover 2023. PDF. [<ref target="https://serwiss.bib.hs-hannover.de/frontdoor/deliver/index/docId/2457/file/wartena2023-HanTa_v1.1.0.pdf">online</ref>] </bibl>
+                     <bibl xml:id="willis_members_2018">Rebecca Willis: How Members of Parliament
+                        Understand and Respond to Climate Change. In: Sociological Review 66 (2018),
+                        H.&#160;3, S. 475–491. DOI: <ref target="https://doi.org/10.1177/0038026117731658">10.1177/0038026117731658</ref>
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+                        Evolution of Public Opinions on Tianya Club Using Dynamic Topic Models. In:
+                        Journal of Systems Science and Information 8 (2020), H.&#160;4, S. 309–324. DOI:
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+                        Scientific Documents with Topic Modeling. In: Scientometrics 100 (2014),
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+                     </bibl>
+                     <bibl xml:id="yin_topic_2020">Hui Yin / Shuiqiao Yang / Jianxin Li:
+                        Detecting Topic and Sentiment Dynamics Due to COVID-19 Pandemic Using Social
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+                        Analysis. A Study of Media Debates on Climate Change in India and USA. In:
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+                        Chao / Qiu-Hong Zheng / Lei Huang: The Withdrawal of the U.S. from the Paris
+                        Agreement and Its Impact on Global Climate Change Governance. In: Advances
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+                     </bibl>
+                  </listBibl>
+               </div>
+            <div type="abbildungsnachweis">
+               <head>Abbildungs- und Tabellenverzeichnis</head>
+               <desc type="table" xml:id="tab1"><ref type="table" target="#tab01">Tab. 1</ref>:
+                  Korpusgrößen im Vergleich: Datenbankabfrage (basierend auf WISO, Stand Februar
+                  2023) verschiedener Schlagworte mit logischen Verknüpfungen (›||‹ oder, ›-‹ ohne)
+                  zum Thema Klimawandel und Klimaschutz. Das Gesamtkorpus umfasst alle Artikel zu
+                  diesen Schlagworten, die Schnittmenge ergibt sich aus Artikeln, in denen sowohl
+                  Schlagworte zum Klimawandel als auch zum Klimaschutz vorkommen. Die angeführte
+                  Anzahl an Artikeln bezieht sich auf die in WISO vorhandenen Artikel. [Raven Adam /
+                  Marie Lisa Kogler&#160;/ Martina Scholger 2023]</desc>
+               <desc type="table" xml:id="tab2"><ref type="table" target="#tab02">Tab. 2</ref> :
+                  Aufschlüsselung des Datensatzes: Klimaschutzartikel (Korpus ›Klimaschutz‹) sowie
+                  die Gesamtanzahl an Artikeln pro Zeitung wurden für neun österreichische Zeitungen
+                  mit nationaler Reichweite ermittelt (WISO, Stand Februar 2023). Die angeführte
+                  Anzahl an Artikeln in beiden Spalten bezieht sich auf die in WISO vorhandenen
+                  Artikel. [Raven Adam&#160;/ Marie Lisa Kogler&#160;/ Martina Scholger 2023]</desc>
+               <desc type="table" xml:id="tab3"><ref type="table" target="#tab03">Tab. 3</ref>:
+                  Topics und Kategorien: Ergebnisse des Topic Modelings (Topic-Terme und
+                  Artikelanzahl je Topic) anhand des bereinigten Korpus von 22.109 Artikeln
+                  inklusive Topic Labels. Anordnung nach Wahrscheinlichkeit des Topics sowie
+                  gesellschaftliche, politische und wirtschaftliche Dimensionen des Diskurses. Die
+                  10 wahrscheinlichsten Topic-Terme des Gesamtzeitraums wurden durch die gewichtete
+                  Summe der Wahrscheinlichkeiten für jeden Zeitabschnitt bestimmt. [Raven Adam /
+                  Marie Lisa Kogler&#160;/ Martina Scholger 2023]</desc>
+               <desc type="graphic" xml:id="abb1"><ref type="graphic" target="#abb01">Abb.&#160;1</ref>: Topic-Anteil in verschiedenen Zeitungen:
+                  Prozentanteil der Artikelzahlen pro Topic für jede der untersuchten Zeitungen
+                  (alphabetisch geordnet). Hintergründe zu den Topic Labels vgl. <ref type="table" target="#tab02">Tabelle 2</ref>. [Raven Adam&#160;/ Marie Lisa Kogler&#160;/ Martina
+                  Scholger 2023]</desc>
+               <desc type="graphic" xml:id="abb2"><ref type="graphic" target="#abb02">Abb.&#160;2</ref>: Dimensionen des Diskurses im Vergleich: Präsenz
+                  der Kategorien ›Gesellschaft‹, ›Politik‹ und ›Wirtschaft‹ auf Basis der 16 Topics
+                  und entsprechender Anzahl an Artikeln über den gesamten Zeitraum 2002–2021. Die
+                  Zeitungen sind alphabetisch geordnet. [Raven Adam&#160;/ Marie Lisa Kogler&#160;/ Martina
+                  Scholger 2023]</desc>
+               <desc type="graphic" xml:id="abb3"><ref type="graphic" target="#abb03">Abb.&#160;3</ref>: Stimmungsbilder verschiedener Topics: Ergebnisse
+                  der Sentiment-Analyse (Boxplot inkl. Mittelwert (kurze Linie) und Median (einfache
+                  Linie) sowie der Gesamtmittelwert (gestrichelte Linie) und die Nulllinie
+                  (durchgehende Linie)) der Artikel aufgeteilt nach Topics und sortiert nach
+                  Polarität. [Raven Adam&#160;/ Marie Lisa Kogler&#160;/ Martina Scholger 2023]</desc>
+               <desc type="graphic" xml:id="abb4"><ref type="graphic" target="#abb04">Abb.&#160;4</ref>: Stimmungsbilder verschiedener Zeitungen:
+                  Ergebnisse der Sentiment-Analyse (Boxplot inkl. Mittelwert (kurze Linie) und
+                  Median (einfache Linie) sowie der Gesamtmittelwert (gestrichelte Linie) und die
+                  Nulllinie (durchgehende Linie)) der Artikel aufgeteilt nach Zeitungen und sortiert
+                  nach Polarität. [Raven Adam&#160;/ Marie Lisa Kogler&#160;/ Martina Scholger 2023]</desc>
+               <desc type="graphic" xml:id="abb5"><ref type="graphic" target="#abb05">Abb.&#160;5</ref>: Anteile der Topics im zeitlichen Verlauf: Anteil
+                  aller Artikel eines Topics, die diesem in einem bestimmten Jahr zugeordnet werden
+                  (alphabetisch geordnet). Hintergründe zu den Topic Labels siehe <ref type="table" target="#tab02">Tabelle 2</ref>. [Raven Adam&#160;/ Marie Lisa Kogler&#160;/ Martina
+                  Scholger 2023]</desc>
+               <desc type="graphic" xml:id="abb6"><ref type="graphic" target="#abb06">Abb.&#160;6</ref>: Medienrelevanz in verschiedenen Zeitungen über die
+                  Zeit: Jährlicher Prozentsatz aller veröffentlichten Artikel, die sich im Korpus
+                  ›Klimaschutz‹ befinden, aufgeteilt nach Zeitungen. [Raven Adam&#160;/ Marie Lisa Kogler
+                 &#160;/ Martina Scholger 2023]</desc>
+               <desc type="graphic" xml:id="abb7"><ref type="graphic" target="#abb07">Abb.&#160;7</ref>: Trend der veröffentlichten Artikel verschiedener
+                  Zeitungen: Ergebnisse der Trend-Analyse der drei Kategorien (farbige Linien) und
+                  des Gesamttrends (schwarz strichlierte Linie). Für die <hi rend="italic">OÖ
+                        Nachrichten</hi> existiert vor 2008 wegen fehlender Daten zwischen
+                  2004 und 2007 kein Trend. Die Berechnung erfolgte anhand der
+                  Saison-Trend-Zerlegung mittels LOESS (locally estimated scatterplot smoothing).
+                  [Raven Adam&#160;/ Marie Lisa Kogler&#160;/ Martina Scholger 2023]</desc>
+               <desc type="graphic" xml:id="abb8"><ref type="graphic" target="#abb08">Abb.&#160;8</ref>: Trend der mittleren Polarität (oben) und der
+                  Standardabweichung (unten) von verschiedenen Zeitungen: Ergebnisse der
+                  Trend-Analyse der Standardabweichung und des Mittelwerts der Polarität der vier
+                  größten Zeitungen im Korpus (farbige Kurven) und der Summe aller Zeitungen
+                  (schwarz strichlierte Kurve) sowie der Mittelwert über den gesamten Zeitraum
+                  (schwarz strichlierte Linie) und Nulllinie (schwarze Linie). Die Berechnung
+                  erfolgte anhand der Saison-Trend-Zerlegung mittels LOESS. [Raven Adam&#160;/ Marie Lisa
+                  Kogler&#160;/ Martina Scholger 2023]</desc>
+            </div>
+         </div>
+      </body>
+   </text>
+</TEI>
diff --git a/2023_006_adam_et_al_v2/klimaschutz_2024_v2_0_dc.xml b/2023_006_adam_et_al_v2/klimaschutz_2024_v2_0_dc.xml
new file mode 100644
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--- /dev/null
+++ b/2023_006_adam_et_al_v2/klimaschutz_2024_v2_0_dc.xml
@@ -0,0 +1,162 @@
+<?xml version="1.0" encoding="utf-8"?>
+<record xmlns:dc="http://purl.org/dc/elements/1.1/"
+        xmlns:dcterms="http://purl.org/dc/terms/"
+        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
+   <dcterms:bibliographicCitation>Raven Adam / Marie Lisa Kogler / Martina Scholger: Aufwind in der Berichterstattung zum Klimaschutz. Langfristige Entwicklung von Themen und Stimmungsbildern in österreichischen Zeitungen. In: Zeitschrift für digitale Geisteswissenschaften 8 (2023). 18.09.2023. Version 2.0 vom 27.06.2024. HTML / XML / PDF. DOI: 10.17175/2023_006_v2</dcterms:bibliographicCitation>
+   <dc:language>de</dc:language>
+   <dc:publisher>Herzog August Bibliothek Wolfenbüttel</dc:publisher>
+   <dc:publisher>Forschungsverbund Marbach Weimar Wolfenbüttel</dc:publisher>
+   <dc:publisher>Digital Humanities im deutschsprachigen Raum e. V.</dc:publisher>
+   <dc:identifier xsi:type="dcterms:URI">https://doi.org/10.17175/2023_006_v2</dc:identifier>
+   <dcterms:issued>2023-09-18</dcterms:issued>
+   <dc:type>Text</dc:type>
+   <dc:title>Aufwind in der Berichterstattung zum Klimaschutz. Langfristige Entwicklung von Themen und Stimmungsbildern in österreichischen Zeitungen</dc:title>
+   <dcterms:license>HAB_ZfdG</dcterms:license>
+   <dc:rights>CC BY-SA 4.0</dc:rights>
+   <dcterms:accessRights>CC BY-SA 4.0</dcterms:accessRights>
+   <dcterms:isPartOf xsi:type="dcterms:ISSN">2510-1358</dcterms:isPartOf>
+   <dcterms:isPartOf xsi:type="dcterms:URI">https://doi.org/10.17175/zfdg.01</dcterms:isPartOf>
+   <dc:creator>Raven Adam</dc:creator>
+   <dc:creator>Marie Lisa Kogler</dc:creator>
+   <dc:creator>Martina Scholger</dc:creator>
+   <dc:contributor>Universität Graz, Institut für
+                              Umweltsystemwissenschaften</dc:contributor>
+   <dc:contributor>Universität Graz, Zentrum für Informationsmodellierung -
+                              Austrian Centre for Digital Humanities</dc:contributor>
+   <dc:subject>Automatische Klassifikation</dc:subject>
+   <dc:subject>Klimaschutz</dc:subject>
+   <dc:subject>Textanalyse</dc:subject>
+   <dc:subject>Medienwissenschaft</dc:subject>
+   <dc:subject>Zeitung</dc:subject>
+   <dcterms:references>Die Kronen Zeitung</dcterms:references>
+   <dcterms:references>Der Kurier</dcterms:references>
+   <dcterms:references>Oberösterreichische Nachrichten</dcterms:references>
+   <dcterms:references>Salzburger Nachrichten</dcterms:references>
+   <dcterms:references>Der Standard</dcterms:references>
+   <dcterms:references>Die Presse</dcterms:references>
+   <dcterms:references>Profil</dcterms:references>
+   <dcterms:references>Der Falter</dcterms:references>
+   <dcterms:references>Wiener Zeitung</dcterms:references>
+   <dcterms:references>Datenbank: GBI-Genios Deutsche Wirtschaftsdatenbank GmbH</dcterms:references>
+   <dcterms:references>Raven Adam / Marie Lisa Kogler / Martina Scholger: Adam Scholger Kogler – Klimaschutz. In: Herzog August Bibliothek (Hg.): Forschungsdaten. Zeitschrift für digitale Geisteswissenschaften. GitHub. 12.07.2023. Datenset. [online]</dcterms:references>
+   <dcterms:references>Sol Agin / Michael Karlsson: Mapping the Field of Climate Change Communication 1993–2018: Geographically Biased, Theoretically Narrow, and Methodologically Limited. In: Environmental Communication 15 (2021), H. 4, S. 431–446 DOI: 10.1080/17524032.2021.1902363</dcterms:references>
+   <dcterms:references>Arbeitsgemeinschaft Media-Analysen (Hg.): Media Analyse 2021. 2024. HTML. [online]</dcterms:references>
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+</record>
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